{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e25cbbd3-09f4-4b69-a22f-ed35dd59b737",
   "metadata": {},
   "source": [
    "## 基于python3.8 版本环境"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6fd45923",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "8acd06d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MI\\AppData\\Local\\Temp\\ipykernel_15388\\2444016143.py:2: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
      "  ax = Axes3D(fig)\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "Argument Z must be 2-dimensional.",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[42], line 11\u001b[0m\n\u001b[0;32m      8\u001b[0m X, Y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmeshgrid(x, y)\n\u001b[0;32m     10\u001b[0m Z \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msin(np\u001b[38;5;241m.\u001b[39msqrt(x\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m+\u001b[39m y\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m))\n\u001b[1;32m---> 11\u001b[0m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot_surface\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43mY\u001b[49m\u001b[43m,\u001b[49m\u001b[43mZ\u001b[49m\u001b[43m,\u001b[49m\u001b[43mrstride\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mcstride\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mrainbow\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     12\u001b[0m \u001b[38;5;66;03m# ax.plot_surface(X, Y, Z, rstride = 1, cstride = 1, cmap = plt.get_cmap('rainbow'))\u001b[39;00m\n\u001b[0;32m     13\u001b[0m \u001b[38;5;66;03m# ax.contour(X,Y,Z,zdim='z',offset=-2,cmap='rainbow')\u001b[39;00m\n\u001b[0;32m     14\u001b[0m \n\u001b[0;32m     15\u001b[0m \u001b[38;5;66;03m# ax.set_zlim(-2,2)\u001b[39;00m\n\u001b[0;32m     16\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n",
      "File \u001b[1;32mD:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\matplotlib\\_api\\deprecation.py:431\u001b[0m, in \u001b[0;36mdelete_parameter.<locals>.wrapper\u001b[1;34m(*inner_args, **inner_kwargs)\u001b[0m\n\u001b[0;32m    421\u001b[0m     deprecation_addendum \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m    422\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIf any parameter follows \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m, they should be passed as \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    423\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mkeyword, not positionally.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    424\u001b[0m     warn_deprecated(\n\u001b[0;32m    425\u001b[0m         since,\n\u001b[0;32m    426\u001b[0m         name\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mrepr\u001b[39m(name),\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    429\u001b[0m                  \u001b[38;5;28;01melse\u001b[39;00m deprecation_addendum,\n\u001b[0;32m    430\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m--> 431\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43minner_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43minner_kwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\CacheData\\anaconda\\envs\\hanlp-python38\\lib\\site-packages\\mpl_toolkits\\mplot3d\\axes3d.py:1658\u001b[0m, in \u001b[0;36mAxes3D.plot_surface\u001b[1;34m(self, X, Y, Z, norm, vmin, vmax, lightsource, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1655\u001b[0m had_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhas_data()\n\u001b[0;32m   1657\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m Z\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m-> 1658\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mArgument Z must be 2-dimensional.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   1659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39many(np\u001b[38;5;241m.\u001b[39misnan(Z)):\n\u001b[0;32m   1660\u001b[0m     _api\u001b[38;5;241m.\u001b[39mwarn_external(\n\u001b[0;32m   1661\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mZ contains NaN values. This may result in rendering \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1662\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124martifacts.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mValueError\u001b[0m: Argument Z must be 2-dimensional."
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "\n",
    "# 定义x, y\n",
    "x = np.arange(-4, 4, 0.25)\n",
    "y = np.arange(-4, 4, 0.25)\n",
    "# 生成网格数据\n",
    "X, Y = np.meshgrid(x, y)\n",
    "\n",
    "Z = np.sin(np.sqrt(x**2 + y**2))\n",
    "ax.plot_surface(X,Y,Z,rstride = 10,cstride = 1,cmap='rainbow')\n",
    "# ax.plot_surface(X, Y, Z, rstride = 1, cstride = 1, cmap = plt.get_cmap('rainbow'))\n",
    "# ax.contour(X,Y,Z,zdim='z',offset=-2,cmap='rainbow')\n",
    "\n",
    "# ax.set_zlim(-2,2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "b3265700-38fb-4848-8234-c8dd95115f16",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MI\\AppData\\Local\\Temp\\ipykernel_15388\\159547110.py:20: UserWarning: The following kwargs were not used by contour: 'zdim'\n",
      "  ax.contour(X,Y,Z,zdim='z',offset=-2,cmap='rainbow')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建画布和3D坐标轴\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(projection='3d')  # ✅ 正确创建方式\n",
    "\n",
    "# 定义x, y\n",
    "x = np.arange(-4, 4, 0.25)\n",
    "y = np.arange(-4, 4, 0.25)\n",
    "\n",
    "# 生成网格数据\n",
    "X, Y = np.meshgrid(x, y)\n",
    "\n",
    "# 计算Z（使用二维网格X和Y）\n",
    "Z = np.sin(np.sqrt(X**2 + Y**2))  # ✅ 正确计算方式\n",
    "\n",
    "# 绘制曲面\n",
    "ax.plot_surface(X, Y, Z, rstride=40, cstride=1, cmap='rainbow')\n",
    "ax.contour(X,Y,Z,zdim='z',offset=-2,cmap='rainbow')\n",
    "ax.set_zlim(-2,2)\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "45601faf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.20 (default, Oct  3 2024, 15:19:54) [MSC v.1929 64 bit (AMD64)]\n",
      "D:\\CacheData\\anaconda\\envs\\hanlp-python38\\python.exe\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(sys.version)\n",
    "print(sys.executable)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f08d05dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fn4+ioiK8/fbbvLVPgmmduVwuDA0NQavVoqGhgQ7yvbEbifG16c7e+3A4HPSgmpychMVi8VC0sWcCQsZ+aZ0FAq4iERiGwdtvv42qqioaiy2mj/IPkWgEBG8bGZfLheHhYWi1WtTV1SErKws2mw0Af4cNIQN/H99kMqG3txcKhQJHjx7dc9kylBlNqFAoFB4qKPZMYGhoCE6nk94hp6WlCbZyEDLRuN3usNgKhRKJ4HK5oFAoaDtajL3mHyLRCAC+IpY3NzehVquhVCo9DnDSjiJkxDUC+VItLS1hcHAQRUVFqKio2PN62BWN9/NEIvzMexjNbs3Mzc3B5XIhLi6OWrHEx8eLh84eiBQJBhKJ4HQ6YbPZkJSU5LPiEdNHuYdINBGGd8SyRCLB3NwcxsbGUFpairKyMo8PNpto+AD78XdqI5FKS6PRoL6+nlYIeyHcrbNA4Ks109fXB4ZhoNfrqVWOt6ItEhB6RSOEvabdIhG0Wi0GBgagUCh8OlPvFHstpo8GD5FoIgT2Mhr5cjocDgwMDGBjYwPNzc3UzJAN8qHmOzNmJ0IgrbJgDDvZj+3r8YXUqpJIJFAoFIiPj0dJSQncbjc1lFxaWsLo6ChiY2O3GUqGA0ImGqFeGxGKqFQqTE9Po729nbZOl5eXMTo66jMSAYAH8ZD0UTH2OjCIRBMB+Br4r66uoq+vDyqVCp2dnTseWnxXNLsRGWmVFRYWorKyMigJ627/TUhE4w32fs6BAwc8DCVnZmYwODiIxMREj4OKT0WbUA8zopIUKsjnml2dAsFHInjHXpNWG9unTajvVTghEk2Y4R2xDACTk5OYnp5GZWUlioqK9vxgcm0T4/3YgGd14XK5MDIygpWVlYBaZd7YrVqKti+jt6Gk3W7H6uoqjEYjxsbGYLPZPJYNicKJCwiZkIkYQKjYybkg2EiEvULgxPTRSxCJJkzwFbFss9mgVqtht9vR1tYGlUrl12OFI26ZHGZmsxm9vb2QSqXo6OhAfHw8Z4/tDSEfoHtBqVQiOzsb2dnZAOCxbLi4uAiXy0XVT2lpaSFZ5Qi1PQVET0Wz1zV6RyI4HA5KPOxIBLZBqL/Ew/ZpE/JrxSVEogkDfLXKdDod+vv7kZWVhebm5oDaLOEgGrfbjZWVFQwMDCA/Px9VVVUhfyn2qmiimWi84b3lzt75mJmZodJbQjyBWOUImWiioaIJZo6iUCh8RiIQKbXZbPYZibAX8VwpWTwi0fAM790YhmEwMjKCxcVF1NTUIC8vL+DH5JNogEuH/vj4OHQ6HQ4fPkzv0rl4XGB/tM4CgffOB1t6q9VqMT4+7jGITktL29MqR6ivl5BJEOBOFUciEchyMmmdrq2t7RqJ4E08V0r6qEg0PMHXbozZbIZarYZEIkFnZ2fQbSg+MmMItra26PJbKNe4G3Zqr+ynimY3sKW3JSUlHoNoYuNDwt/S0tJ8BoYJFdHQOuPj+rxbp/5GIvgiHovFgomJCVRVVUGpVEIul2N1ddVDCRdtEImGB3jvxgCXFFtDQ0NBK7bY4EsMQFplEokEhw8f5pxkrqTWWSBgD6JJKJyvwDBCPC6XS7BVg9BbZ2wRDp8INhKBOBdotVocPHiQpo9+5CMfwV133YVPfepTvF87HxCJhkOwd2NIC8HlcmFwcBAGg2FXH7BAwHXrzO12Y3R0FIuLizuGk3GBK7V1Fii82zLk7thoNGJ4eBg2mw1KpRLT09NIS0ujG+5CgFAWNndCpK4vkEgEMq9jz23JDChaIRINRyBl7+DgINLT05GVlYWNjQ2o1WrExcVts8wPBVwSDXGFZhgGHR0dSEhIwPDwMC/Vha9oAPb/vlIrmr3gHf42Pj6OjY0NmEwmj/C3tLQ06ukVKeK+UmY0oWCvSIT5+XkwDIOenh7Mzc0hMTERFosFCQkJIT/3H/7wB5w6dQpdXV1YXl7GL37xC5w4cWLXf3Pu3DmcPHmS7tA99NBDAVdWItFwAPZuzNbWFhITEzEzM4OJiQkcOHAABw4c4PTLxxXRaDQa9Pf3Izc3FwcPHqSWM3wd+vtZ3hwukDvdhIQEVFdXe4S/eXt6EeIJZ1//Sp3RhALvSITV1VUMDAwgMzMTzz77LH7yk5/AarXiH/7hH9Df348PfvCDaGpqCspp3Gw2o76+HnfeeSf++q//es/fn56exnXXXYfPf/7z+PGPf4yzZ8/is5/9LHJzc3Hs2DG/n1ckmhDgazcGAA0na2lpoZvHXCJUonG73RgbG8P8/Dxqa2uRm5vL6ePvhr0yaUTsDXbVsFP4m9FopNYqZMOdEA+fVjnRMKMRehSE2+2GQqFAQUEBTp06hcceewwVFRV473vfiz/+8Y949NFHcfz4cTz77LMBP/a1116La6+91u/fP3PmDEpLS/F//s//AQBUV1fjnXfewb/927+JRBMO+NqNMRqNMBqNiI+Px9GjRz2UQlwiFNWZxWJBb28v3G43Ojs7fZbjfLax2I/Nfg6xdRYYdjrM2eFvwOUNd6PR6LFoSEiHa6scsXUWOrzJUCqVYm1tDf/7f/9vlJeX00C/cOD8+fO46qqrPH527Ngx3H///QE9jkg0QcDXbsz4+DhmZ2ehUqmQnp7OG8kAwavOtFot+vv7kZ2djerq6h3v7PiUT7PzbrwhEo1/COR18t5wt9vtWFtbg9Fo3Ca7TUtLC9kqR+gHudCvD9hONFarFS6Xi4oBSKBfOLCysrJtjy47OxsbGxuwWCx+t2VFogkA7N0Y0ou2Wq1Qq9VwOp1ob2/H3Nwcr8uUQOCtLbfbjfHxcczNzeHQoUN7Lony6aUGiKqzUBFK1aBUKn2GvxmNRgwODm4Lf0tKSgroucSKJnR4E43ZbAYAUXV2JcDtdsPpdHq0yjQaDQYGBpCTk0MrBL639slz+/scVqsVvb29cDqd6Ojo8OvDGq7WWbiecz+Cq8N8p/A3o9GIubk5APBQtO0V/ib0g1zo1wdsJxqTyQSpVBqRZc2cnBxoNBqPn2k0GqhUqoCuRySaPeBrN8btdmN4eBjLy8uora2lS1nApbLW4XDwek3+Eo1Op0NfXx+ysrJQU1Pj9xCU79aZ0+nE8PAwtra2kJ6ejtTU1B3baSK2g88Yb+/wt83NTRiNRuh0OkxMTFB7fUI83pL9aKhohC4G8Caara2tiEnWOzo68Oqrr3r87Pe//z06OjoCehyRaHaBt42MRCKhbsYymcynRQvZ7OUTexGN2+3GxMQEZmdnUVNTg/z8/IAfn89Df2BgAEqlEunp6dSU0O12Y35+Hi6XC2lpaZztHO1HhEtCzI5HJlY5RNFGMltiY2Mp6ZAbBiFXDNFa0XBFNCaTCRMTE/R/T09Po7e3F2lpaSgqKsKDDz6IxcVF/PCHPwQAfP7zn8eTTz6Jr3zlK7jzzjvxxhtv4Kc//SleeeWVgJ5XJJodwN6NIU6rCwsLGBkZQXFxMcrLy31+YGUyGe+ts90qDjIzcjgcfrfKfD0+H0Sj0WjgcDiQkZGB6upquFwuFBcXw+124+LFi1AqlTS9Mi4uzuMA4zNELBoRibtbsp9DJPsk/M1oNGJ6eprGI8fFxcFgMFA/LyHB5XIJ/rPkcrk8xERms5mTZU0AuHjxIj74wQ/S/33y5EkAwB133IFnnnkGy8vLtGUKAKWlpXjllVfwpS99Cf/+7/+OgoIC/Pd//3dA0mZAJJpt8LUb43Q6MTg4iNXVVTQ2NlKrcF8I14zGV9Wk1+vR19eHjIyMgKMH2OC6dcYWIygUChQVFUEmk3nMu+RyOTIzM5Gbmwun00nnBBMTE7BarVCpVNQPTEiWK5GAUFqMvsLfBgYG4HQ6MTo6SsPfyA2DSqWK+PsWLRUNu6InRMPFzcUHPvCBXT8/zzzzjM9/09PTE9LzikTDgq/dmPX1dajVaiQkJKCzs3NP+/Zwtc7YcyCGYTAxMYGZmRlUV1cjPz8/pA8ll60zdrhbR0cHurq69hQDENIhXl/EnsNoNFLLFfacYK8B9X6DUOcgSqUSMTExSEtLQ0lJCSwWC4xGI3WlJlY5pCoKJfwtWEQL0XirzriqaCIFkWj+P9xuN+x2u8cHcXp6GpOTkygvL0dJSYlfX4pwtM7YVRM5yG02G9rb25GUlBTy43PVOltdXaX936amJpqhHqi82dsXymQyeQyoFQoFJZ20tDReN9+FAKESDeB5bXFxccjPz0d+fj4NfyPEMz09DalU6hGNHEj4W7CIRqIhM5poxhVPNKRVRlRlUqkUdrsdfX192NrawpEjR+iWtT8Ip7zZYDBArVYjPT2dHuRcINTWGcMwmJ2dxfj4OCorK1FUVORxgOx0UPpDbmzLleLiYprlQuS4Q0NDSExMpG02Yr8uIjzYSQzADn8jVjlE0abRaDA2NgalUukxl9urexAMolF1Fu3OzcAVTjS+WmUGgwF9fX1IT09HY2NjwId3OFpnALC5uYnu7m4cPHgQBQUFnJt2BlvROJ1ODAwMYHV11afXG9d7NOwsF+DSnIDcNQ8PD8PhcCA5OZn+TiTaNVxDyBWNv15n7PC30tJSaqtC3IuHhoaQkJBAScc7/C1YhCuPJhT4kjeLRBOl8GUjMzY2hrm5uZDmHHy3zmw2GxYWFmC1WtHW1gaVSsX5cwR76JtMJvT09CAmJmbHeRb7sXeLDQgWSqXSw1KfvYA4MzND2zWEeKJRRi10ognmICe2KsRaxeFwUNt8dvgbqXiCrVTF1llkcMURja+IZYvFArVaDbfbHbQkmIDP1pnRaIRarUZsbCzdb+ADwbTOlpeXMTAwgOLiYlRUVOx4EO52QHKtpvJeQCTOxqurq9TZmOyBkANM6NJXAqESDVckqFAoPKxybDbbtkqVrWjzV4kYDUTj3d4zm828uMCHE9HxreII3hHLUqkUy8vLGBwcRF5eHqqqqkLu3/LROmMYBlNTU5iamqLXuLCwwOlzsBFI64ydzllfX08Php0QSQsatrNxaWkplVGTu2aLxULvmtPS0gQjI/aGUK8L4K/aiomJ8bDKYSva5ubmwDCMh7BgJzlwNBCNr9ZZYWFhBK8odFwRRENmMTqdDqmpqbTqGBgYgEajweHDh7c5lAYLrisaIkwwm81obW1FcnIyVlZWeG3P+XvoEx81l8vl0yUhkMeOxB26t4zaarXSw6u/vx9OpxNxcXF0DiQUGfV+bJ0FAnZQGLHKIUpEEv5GrHLYijZyfUIWAxBxEvs1NJvNfn23hIx9TzSEZLa2tnDx4kVcffXVMJlM6O3thVKpRGdnJ6dmdVzOaIg8OCUlBZ2dnXQYyreyzZ/WGVG8ZWZmBuyjJtSEzdjYWOTl5VEZdV9fHxiGoYeXQqHwmO9ESkYtZKKJxLV5KxHdbjfW19c9WqRkv4dtjCtEkO+dqDqLIrBtZEjvfW5uDhMTEygpKUFZWRnnd1+k7RTKnR3DMHSHx5c8mO82027tP/a1BaN4ixb3ZolEAoVCgfj4eOrzRWTURBWVmJhIiSfcditCJppIt6bY+znAZauc1dVVuN1u9PT00PeOj/C3UEC+dyLRRAF2spEBLi1hNjU18RYcRL5kwRKN3W5Hf38/TCYTbZX5eo5ItM4cDgf6+/uxsbGx47X5g2ggGm/4klETNRuxW2HLqAPNcQkEQn6dhBjlTKxy0tPTMT8/jyNHjlA1Igl/U6lUlHhCDX8LBexVCwJR3ixA+NqNWVtbg1qtBgA0NzcHfUD6A3InEgwRrK6uQq1WQ6VSebTKvME30fh6/M3NTfT09CA+Ph6dnZ1Bt42ETij+QqlUIjs7G9nZ2T6H0wA82mxctmeF3jqLdEWzE8hnOiYmBklJSXQuSyyOVldXsbS0BKfT6WGVw+dNgzeIEIA8H3FUEIlGQPDejQFA1VoVFRUYHx/n/UvArmj8BcMwmJmZoZv0xcXFu36ww13RLC4uYmhoCKWlpSgrKwvpSxctrbNA4D2cZm+9r6ysYGxsbJudfijLh0ImGiFWNARstSkb3hZHZrOZEs/MzAwkEomHsIBPUYi34gwQW2eCga/dGJvNhr6+PlitVtrmmZ6e5n0QSCIF/H0e0irb3NxEa2urX3Y34SIaEvC2srKChoYGqs7i4rH9/Xk0wnvr3ZedPmnVEJscoVYBgSIaKprdro9tlVNYWEhvGlZXVz289QjppKWlcWqVIxKNQOG9GyORSKDT6dDf34/MzEwPDzC2NT2f8Fd5tra2ht7eXiQlJQXUjuL7UJZIJHA4HLhw4QIYhuFUmRfMIme0w9tOnywfGo1GDA4OwuVy0VZNWlranpbwYkUTHEi2VCBEyL5pYItCVldXsbi4iOHhYcTHx3tUPKFUq95EQyos0RkgQvAVscwwDEZGRrCwsOAzWTJcRLNXxUFMJ8fGxlBRUeG3M7S/jx8qtra2YDQaUVBQgOrqak7vUIUsbw4XvJcPiaux0WjE1NQU5HK5hxu19x2zkIlGyNfGxY6PtyjE4XBQRRupVpOSkjwUbYGoEX0tazIMw4kreyQRlUTjPfCXSCTY2tqiA//Ozk6fdwDhMrzc7XkcDgcGBgawvr6OI0eOBGUtQSTUXH+pGYbB5OQkFhYWkJCQgEOHDnH22ARXQussEPhyNSYy6oWFBQwPDyMhIcFjvkP+nRAh9NYZ19emUCg8ln5tNhud77DViOSmYS+rHF/OzQDE1lm4wd6NkUqlkEgkWFpawuDgIAoKClBVVbXjGxnp1tn6+jp6e3uRmJgYknKLLTjganeDHY1QWlqK1dVVTh7XG0JyBhAi2DsgZWVl1FzSaDRibGwMNpsNUqkUWq0WMTExUKlUgnntyM3PlUQ03oiJifEwdWUr2vwJf/NFNHK5nJfIhHAiaojG126My+XC0NAQdDqdXz5b4QglA7a3thiGwdzcHMbGxlBWVobS0tKQEzAB7ohmfX0dPT09UKlU6OjogE6ng9FoDPlxd8KV3joLBN7mkltbW+jp6YHVaqUVvHfaaKTgy5VbSAi3/QxbjUjC30wmEyUeX+FvTqdzG9HEx8cLlrz9RVQQja/dmM3NTfT29iI2NhZHjx71y+49nDMa8jykVba2tuYznyXYxweC29Vhg2EYLCwsYGRkxIMA+Wxj7VbRhOMmINoRHx8PhUKBkpISpKenbwsPI1YrhHi4yHDxF2xBjhARaUNNtlUOaZMSN3Hy/kmlUsTExGBlZQVSqRQmkynq22YAIHiadLlcsNlscDqd9BCcnZ3FhQsXkJ+fjyNHjvidKRLu1tn6+jrOnz8Pl8uFo0ePcmb1zV7mChYulwsDAwMYHx9HU1MTDhw4QB+Xz0NfbJ2FDnbloFKpUFJSgqamJrzvfe+j7t7T09N4++238Ze//AWTk5PUfiUc1yXUu2+hhZ4RN/HS0lL6/qWmpkImk2FychI1NTX47Gc/C6lUil/+8pdYX18P6fmeeuoplJSUIDY2Fm1tbfjzn/+86++fPn0aVVVViIuLQ2FhIb70pS/BarUG9dyCrWjYuzGk70ssUDY3N4OqDsJFNERiPTQ0hAMHDngc4lw9fihkQNovMpkMnZ2d24g6lITNvSCqzkLHTiIQ7/AwMpgmMmqy8U4qnr1k1IFCrGhCg0wmg1wuR1JSEkpLSzE4OIinnnoKzz33HL761a9iYmICLS0t+P73v4/Dhw8H9NjPP/88Tp48iTNnzqCtrQ2nT5/GsWPHMDo66nPk8Oyzz+KBBx7A008/jc7OToyNjeFTn/oUJBIJHn/88YD/NkESjdvt9nBZlUql1J4lOTk56EF6OIjG6XTCZDLB5XKhubmZyiC5RrASZ61Wi76+PuTn5+8onOC7dbbTz0Wi8R/+HObeg2my8U4WR2UymYdNTqgD52iY0QiZaADPOVJ2djYOHjyIsrIyvPPOO1hYWMAbb7yBvLy8gB/38ccfx+c+9zl8+tOfBgCcOXMGr7zyCp5++mk88MAD237/3XffxdGjR/GJT3wCAFBSUoK/+Zu/wYULF4L6uwRFNDvtxkxMTGBmZgZVVVUoLCwM+oMslUpht9s5vurL2NjYQG9vLxiGQVFREW8kAwRONAzDYHx8HLOzs6itrUVubi5njx0IRHlz6AjmdfK18e5r8ZCQTjCOxmRZUySa4OFLdUZWNQoKCnD77bcH/Jh2ux1dXV148MEH6c+kUimuuuoqnD9/3ue/6ezsxP/8z//gz3/+M1pbWzE1NYVXX30Vt912W8DPDwiIaLxtZCQSCaxWK/r6+mC329He3h7y0hJfFQ17qF5aWoqtrS3ev2yBkIHdbodarYbVavUrqjocYgCLxYKlpSWkpKTwFkm9X8HF/hRb7XTgwAEqo/Z2NGa7Ue91SAtZ2gwIP/QM2D5H4kIMoNfr4XK5toU7ZmdnY2RkxOe/+cQnPgG9Xo/3vOc99Gz+/Oc/j6997WtBXYMgiIa9G0MsIjQaDQYGBpCdnY3m5mZO8iL4kDc7nU4MDg7CYDDQ+IGhoSHeB6/+zmiIzU1KSgoaGxv9eh35JpqtrS386U9/Qnx8PGZnZwFcavPIZDJYrVa/xR1XKvjYvveWUbPdqOfn5wHAY74TFxe37RqE7AoACE8M4Avs7Czg0jw1EvYz586dw6OPPor/+I//QFtbGyYmJnDffffhn/7pn/Dwww8H/HgRJRqGYWC322Gz2SCXy+ld+tDQEJaWlnDo0KFdWzyBguuKhkisY2JicPToUdrj5tsihjzHbmTA3t2pqKjY0xHa+7H5uH6GYbC+vo719XXU1NQgKysLDMNgc3MTU1NTMJlMOH/+/LYWjtDvQiMBvg/0uLg45Ofn0/0PIqPW6XQYHx+HUqn0kFErlUpB+5wB0dM6845xDrWiycjIgEwmg0aj8fi5RqNBTk6Oz3/z8MMP47bbbsNnP/tZAMDhw4dhNptx11134etf/3rAr2PEiIbsxszPz2NpaQmtra0wm81Qq9WQSqV+Z9AHAi6JhtiDlJSUoLy83OMLRhRyfGI3MiBVltFoDEqdx0dF43Q6MTAwgM3NTWRnZyM/Px92ux0SiQTJyclIT0+HQqFAVVWVR6CY3W6n/50PpVQ0ItyzLCKjJlJql8tF3ahnZ2cxODiIxMREeufty4FYCIgWomG/diaTiZqxBgulUonm5macPXsWJ06cAHDptTh79izuuecen/9ma2tr22tFriuYz19EiIZUMqRMdLlcdCBZVFSEiooKXj4QXBCN0+nE0NAQ9Ho9GhsbfX4IwuGpthPRmEwm9Pb2QqFQoLOzMyglEddEYzab0dPTA6VSuc3olA2GYTxaOOxAMYPBQJVS5E46LS0taBufaEakW1TeMmq73U6zdxwOB95++22PtFFvm5VIwe12h3WBNRj4MtXkwlDz5MmTuOOOO9DS0oLW1lacPn0aZrOZqtBuv/125Ofn47HHHgMA3HDDDXj88cfR2NhIW2cPP/wwbrjhhqBuIiJCNGQOQ4aHZrMZY2NjnGWe7IRQicb7EN9plhAOqxtfRLOysoKBgQEUFhaGRNZcLmzqdDqo1WoUFBSgsrISExMTPpV/vsjNV6AYMZycm5vD0NAQkpKS6IG2n3Jd9oIQDm4CpVKJnJwcKJVKWCwW1NXV0fnOzMwMFR6Q9ylSM7horGi2trY46ezccsst0Ol0eOSRR2i+1GuvvUYFAnNzcx6vzUMPPQSJRIKHHnoIi4uLyMzMxA033IBvfetbQT1/xFpnEokEGxsbGBoaAsMwHjMOvhBKpUFSJouLi1FeXr7rBzYcMxo2GbjdboyNjWFhYQGHDx/epi4JFFwsbDIMQ9NNDx06RLX/oeTReBtOkjtpdq6Ld3yykA5krhDpimYnkIM8ISEBCQkJVEa9sbEBo9GIpaUljI6OIi4uzsONmguhj7/XJ8SWHoHb7QbDMNtaZ1xZ0Nxzzz07tsrOnTvn8b/lcjm+8Y1v4Bvf+AYnzx0xopmdncXw8DAKCgqwuLgYFnfSYCoNYtyp1Wr9rrjC2Toj5ooOhwMdHR2cKFRIdRHsgeZ0OtHX14fNzU20tbV5yJe5dAYgd9JkIdFkMnkMrGNiYuhsJ5wHGt8Q6r6Rr88LsVlJSUnBgQMH4HQ66QxucnISFovFI21UpVLxVnUIvaIhZ4b3Hs1+8DqL2DcvISEBR44cgVKpxNzcXFju0gJtnZFWmVwu99u4kzxPOFpnJpMJExMTSE9P50wCDnh6qQX6nphMJvT09CA2NhYdHR3bZiiEaLwfN9S5ENuwsLi4GC6Xy+eBlpaWhvT0dCQlJQmyKvAHQq1o/NmjkcvlHvktVquVVqWLi4twu90eMcnx8fGc/a1Clzf7IppIyZu5RsSIJjMzE06nEzabjZcQL18gBODPc5GMm2DECXy3zsiQXK/Xo7q6OiS3BF8gf2ugB79Go0F/fz8KCwtRWVnp85rYhML+71y/9zKZzCM+mRxoBoOB7oWwRQXRtrsjRKIJRt4cGxuLvLw85OXleVSler0ek5OTUCgUHmmjoYg/oqGiIRlbwOUY52hP1wQEsLBJ7sKdTifvCiJyp+C9FMWGy+XC8PAwNBqNXxk3vsBn68zpdKK/vx9bW1soKChAUVER588RqDs02ybo8OHDO2rzyWNHwlTT+0DznhtE0+6OkFtnoRzkvqpSb/FHYmIiJZ5A36doIBrvv0dsnXEE8saHy76fPJcvojGbzejt7aWuxnFxcUE/Dx8VzebmJnp6ehAXF4esrCze5lqB5N04HA709fXBbDb7bRMUaa8zsruTnJyM0tJSjxRL9u6O0+mEXC4XXKtKaNdDwPXCJlvKDlySUZP3aWRkBA6HY1tM8m7PL3QxgC+i2draEokmFLCzT2QyGfU44/s5JRKJT1JbXl6m0uDKysqQ7nz4aJ2RVh5ZEB0cHOTV+BLY+86ZEF9CQgI6Ojr82lEIRXXGF7x3d7a2tuhd9OLiIrRarWB2d4TskMy315lSqUR2djays7M9dqzI4ihbRp2amrrtRjEaZjRsonG73R6mmtGMiFc0AOjSJt8g+zvs53K5XBgZGcHy8jLq6upClgYD3LbO3G43vT52K4/vzBhgd6JZWVlBf3+/T2eEvR5byHk0EomEynM3NzcRFxeHlJQUGAwGQe3uCJFowmlB42vHitjkLC8vY3R0FLGxsR7tUKG3zrwrLrPZDADijIYrhCuQjDwXqQS2trbQ29sLiUTCqeUNV60zi8VCYwc6Ojo8ro9vK/+dljYZhsHY2Bjm5+eDIuZoiwmQSCRUBQVc3oI3GAwYGBigKilyoHFtm+QNIb5GBJFs6UmlUo92qNPppDY5RHXIMAyWlpbgdrsFudzrdDp9Eo1Y0YQA9gdSLpeHpXUGXCY1skW/WwBYsOCCBAwGA3p7e5GdnY3q6uptvVu+/dR8HfzsuIH29vagesfRHuUc6d0dIbfOhFQxyOXybarD8+fPw2630xsEths1lzLqYOFd0WxtbUGpVIZlx5BvXHEVjVQqxfT0NFZXV1FbW7urQiqU5yAhboF+8dgb9dXV1SgoKNjxOfiUUHsTwsbGBnp6epCUlISOjo6gD9Boq2h2g7+7O4R4uNzdifSh6AtCFSkAl2IoGIZBZWUlYmNjYTKZsLq6CoPBgMnJScjlcg836kgc7t4VjclkEgQBcgFBEE24KpqtrS1YrVa43W5e3KEJyIclUKIhCi6TybRto94bXPqR+QKbyIgQ4cCBAzhw4EDIH3whz2hCgffuDntYPTc3R9twZGk0mMNMyK+RkIPPyOsmk8k8bhCKioqojJpk7wwNDSEhISHscnfv88JkMu2LthkgkNZZOCoaskwol8tx4MABXnvpgciDCUjFkJiYiM7Ozj0VXOGoaIgQYWFhgTPD051EDPvhrs0b7EwXMqw2GAwh7e4IvXUmxOsCLn8XfREhW0ZdVla2Te5us9k83Kj5cpXwXrsgOzRCfU0DgSAqGj7lzW63G6Ojo1hcXERtbS0WFxd5vysMdDeIZNsEUjHwqTojIEmhXHmoEeyX1lkgYA+r2dHJBoOB7oSwZwZ75e4I8fARckVDvov+XN9OURWrq6uYm5sDgG3mrVxdI/sGkyvnZiEgokRDDhe+5M1EtcU+LJeXl3mvnoiMeq+Kg+1CsFO2zU7gs6JZX1+Hw+FAYmIimpqaOB1oe1vQsMllPxONN3ba3TEajZiamqLWK+T/yAEk5NdIyAuR5LsSKEHvJqPWaDQYGxtDTEyMx3wn2Mwbl8vlYYXEpXNzpCGYioZrBZVWq0V/fz9ycnJw8OBB+gUIh+ElsDcReEurA70r4otoSHVFWoxcq6aEuLAZabB3d4i1vneCJdndITsVQny9hCwGIPOPUK9vNxn19PQ0BgYGgt6z8l7Y3C/LmoBAiEYul8NisXDyWCSbZX5+3iMHhSBcCrfdljZ1Oh36+vqQm5uLgwcPBtVu4Jpo2IuhjY2NGB4e5uXueT+pzviCVCr1sF6x2Wy02llaWgIADAwMUFEBV62bUCEkebM3+Kq2vGXU7PdqcHAQTqfTw416t5aoL6IRKxoOQA4Xrg5/i8UCtVoNl8uFjo4On29SuIjGV+XENp/0RYKBgEvVmc1mQ29vL5xOJ10M5WsGJHRnACEiJiYGubm5yM3NhcViwfnz56FSqaDVajE+Pu6xAR/J3B0hz2jCRYLs94q4L5P5ztTUFORyucd8h608FCsansHF4U+qhJ0WHNnPZbPZQnouf+BdcZBlR4vF4rf5ZCCPHyzW1tbQ09ODtLQ01NbW0teNrwpDrGi4QUlJCUpKSnxuwIdDIeULQm6dRcLnTCKRIDExEYmJiSgqKvKIIict6oSEBEo8vpwBRKLhEKHs0bjdboyPj2Nubs6vKiESrbO1tTX09vYiOTkZnZ2dnNxxclFxzM/PY2RkBBUVFSguLt6WD8PXwX+lyJv5gPdh7t268bW7wxYV8LmIKHR5c6SrLe8ocraMemxsDFarFVNTU5iZmYHJZILJZOJsofypp57CqVOnsLKygvr6ejzxxBNobW3d8ffX1tbw9a9/HT//+c9hNBpRXFyM06dP4/jx40E9f8RbZ0Dwh793jLE//cxwxCyzn2dubg6jo6MoLy9HSUkJZ1/EUCoat9tN46mbmpqQnp7O6ePvBrGiCR27fYZ22t1ZXFykd9BktpOcnMzp3EJsnQUGtvIQAP7whz8gPT0dZ8+exTe/+U243W4UFxejpKQEV199NcrKyoI6P55//nmcPHkSZ86cQVtbG06fPo1jx45hdHTUZ96W3W7H1VdfjaysLLzwwgvIz8/H7OwsUlJSgv5bo7aiIa2yrKws1NTU+P2FCWdFMzc3h62tLTQ3N9PBLpePHwwRWK1W9PT0UKPOnQbJ4W6dAeKMxh8E8hrttrszPDzssbuTnp4est2JWNGEBrfbjZycHNx111248847ccstt0Aul+OnP/0p7rvvPhw5cgR//OMfA37cxx9/HJ/73Ofw6U9/GgBw5swZvPLKK3j66afxwAMPbPv9p59+GkajEe+++y6VapeUlIT0twmCaAI5/N1uNyYmJjA7O4uamhrk5+cH/Fx8y5vNZjM2NjagVCrR2dnJS0xwMESzurqKnp4eZGZm7knOfBONw+Ggg+z09HTBHlBCQyhzkGB3d8JxbXxDyDs+AKg3IrlGuVwOm82Gj370o7jrrrtgNpsxOTkZ8OPa7XZ0dXXhwQcfpD+TSqW46qqrcP78eZ//5pe//CU6OjrwhS98AS+//DIyMzPxiU98Al/96leDfg0F0zrzp6IhrTK73R70QJ3vioZY3cTExKCwsJC3LPpAVGcMw2B+fh6jo6OoqqpCYWHhngcCn60zt9uNP/3pT4iJiYHJZMLExASUSiWcTif0ej1SU1MFfShEGlwc5t67O+zYZLK7o1KpKOmoVKo9KwIhVw1CvjbgsnOBt3szOeMSEhJQV1cX8OPq9Xq4XK5tcR7Z2dkYGRnx+W+mpqbwxhtv4NZbb8Wrr76KiYkJ3H333XA4HPjGN74R8DUAAqloSFzubh8Gg8EAtVqNjIwMNDc3Bz1Q54to2KKEw4cPQ6PR8NoK8lcM4HK5MDQ0BJ1Oh5aWFpqrshf4qmjW1tZgt9uRn5+PkpISMAwDhmGwvLyM8fFxjI+Pw2q1IiUlBenp6Zy0dPYT+KoavGOT2fsg/f39NHeHOFH7arkKeUYj9HRNclPnrTqLhAWN2+1GVlYW/uu//gsymQzNzc1YXFzEqVOnoptoyIvr68PA3j2prq5Gfn5+SF80PojGZrPRSouIEnQ6Ha+VE6k4djt4LBYLenp6qPtAINUV1+7QDMNgenoaExMTkMlkqKyshMPhoHtUqampkEql6OjooC0dg8FAWzqEdCK5JyIEhGuO5b0PYjKZYDAYqO0K2d1JT09HSkoKvVkU6g2B0Csap9NJrasA0B2cUNcgMjIyIJPJoNFoPH6u0Wh2VLTl5uZCoVB4kF51dTVWVlZgt9uDijIXTOsMuPRis/vC5AC32Wyc7J6Q5+KSAFZXV9Hb24vU1FQPXzC+Z0HsD6SvLzcJTsvJyUF1dXXAXzIuFzZdLhcGBgZoBtDw8PC232FXUGxvKZfL5XNPhNxZ7xd3W38RicOcbavvvbtDKtDk5GTYbDaaZCm090ToRONrhsSFM4BSqURzczPOnj2LEydO0Oc6e/Ys7rnnHp//5ujRo3j22Wc9XrOxsTHk5uYGRTKAQCoaiUSyjQAMBgP6+vqQlpbGqbEjV/JmhmEwOzuL8fFxVFZWoqioyOPLxbeNPzuKgP0FYl/XwYMHUVhYGNTjc9U6I1UVqVbsdntAqjOZTEarmYqKCronYjAYMDMz4/HfQzE0jCZE+hDfaXdnY2MDExMTmJ6eDtvujr8QuhjA2xUAuDSj4WJh8+TJk7jjjjvQ0tKC1tZWnD59GmazmarQbr/9duTn5+Oxxx4DAPzt3/4tnnzySdx333249957MT4+jkcffRRf/OIXg74GQRANcFnizDAMJicnMT09jYMHD6KgoIDTL5ZcLt+z5bQXnE4nvUPfae4hlUpht9tDvdwdQa6dTWakcjAajThy5EhIuncuWmdE5UYk6OQ1CWVh03tPZH19HQaDAdPT0x4D7PT09LBuxYcLQpSAk/dkenoatbW1AACj0Uh3dxITEz1MJiNx4LvdbkG3XL2JxuVywWKxcOJ1dsstt0Cn0+GRRx7BysoKGhoa8Nprr1GBwNzcnMfNamFhIX7729/iS1/6Eurq6pCfn4/77rsPX/3qV4O+BsG88jKZDFarFePj47BYLHsmTAYLdiUQzAfeZDKhp6cHMTEx6Ozs3PFuLVytM/IcW1tb6OnpgVwu3/W6Ann8UA41YrHhXe1xubDJ3rQuLy+H1Wql1c78/DzdiidttmDLfiFBiG0pAjJvS0pKQkpKCt3dIaIC9u4OeU/CJfRwuVyCfv+9icZkMgEAJ+MCALjnnnt2bJWdO3du2886Ojrwpz/9iZPnBgQyowEufUgHBweRnp6OxsZG3u4+2MKDQIlmeXkZAwMDKC4uRkVFxa5fkHAkYAKXXje9Xg+1Wh2SG7Svxw+GaNgu0L5cB/Z63FAO0tjYWOTl5SEvLw9utxsbGxuUdIaGhjyqHZVKJdgDezcImWh8LWwqFApkZ2cjOzub7u4YDAYYDAZMTk7S3R2+W59Cn9F4C6HMZjMAiO7NXIFhGExNTcFisSAvLw+HDx/m9YsUaPol4JnSWV9f79O2wdfz8Kk6k0gkkEgkmJ2dxfz8fFDLq3s9fqBEabfb0dvbS9V3vqSZ7MrG21sN4O4glUqlSElJQUpKCsrKyqhc12AwYGFhAQA8qh0hzBH8hVCJZq/3jr27U1RU5LG7Q1qf7CwXf3Z3/EU0EI33Dk1MTIyg232BIKJ/BdlaNZvNSElJQWpqKu9fIl/Cg91gtVrR29sLl8uFzs5Ov3XtfLfOyILr8vIyWltbkZyczOnjB0qUm5ub6O7uhkql2lW8sVvrjE94y3VJtcOeIxBRAZcHHNcQ4oyGINA9GvbuTnl5+bbdHYZhOItMjjaiMZlMe8Z5RxMiSjRyuRyJiYmor6+nIUHhgL9Ew14SPXToUECtNj5bZ2azGT09PQCAw4cPc04yQGCtM41Gg76+PpSUlKC8vNyvrPtI+p1JJBIPDzC73e7zgLPZbILr6wu1dUYWb0M5zL1vBrwjk+Pi4ijpkN0dfxFtqjNCNPsFESUamUyGgwcP0v8/HGaXwN5362S5cHJyMmjlG1+tM51OB7VajYKCAtjtdt6+PP60ztgKwcOHD/tlab4T0exFQHxCqVQiJycHOTk5Hgfc2toarXxIiy0lJSXid8ZCJRqAu2uTSCRQqVRQqVR0d4dY6rN3d0j7c699qmiraLa2tvbVjljEG4DslM1wVTRyuXxHEnA4HOjv78fGxkZILSmuW2dkljU1NUVzdzQaDW9V016qM6fTSV+nQJZpd5rFCOULxT7gSJ88KSkJBoMBQ0NDcLlctJ0TiRhlobbOyOeQr/dRLpcjMzMTmZmZAC7t7hgMBurNxo6/9jVzE7oFja90zUjYz/CFiBMNgVwuh8PhCMtz7dTW2tzcRE9PD+Lj49HZ2RlS24TL1pnT6URfXx82Nzc9ZN98xS0Du7fOiJRaoVCgo6MjqNcpWqICZDKZh+Ox2WyGwWCgMcpxcXEe1Q7f7Rkht84AhO0wj4uLQ0FBAQoKCqjCkJ1cyd7dSUlJiYqKhv09MplM+0ZxBgiIaMgeTbiey7uiWVxcxNDQEEpLS4MOGGKDK6IhezuxsbHbDnU+50A7tc6MRiN6enqCllILsXXmL9jRvMXFxbSdYzAYMDIyAofD4VHt8HVHKkSi4bui2Q1shaH37s7Q0BDtlOj1esTExAjSpNVXRSPOaDhEJFpnbKJxu90YHh6mG7OkNOfyOYIFiRwoLCxEZWXlti8Hn0Tjq1oiaaGhWtsAwm2dBQJ2O4e9I6LX6zExMeFhPMlV9IFQiZjrGU0o8N7dMZvNuHjxIjY2NrC0tBS23Z1A4GtGIxIND9htbsI1CAlYLBb09vaCYRh0dnZy2m8PhQTYjtW7Ddn5rmjI4UHIWKPRBBQ1sNPj7gahHqR7wdeOCKl2xsbGYLPZOIk+EGrrjCxrCu3aSBUqkUhQXV2N2NhYagjqvbtDbIsi0WLzpToTW2c8INwVzcbGBiYnJ5GTk4ODBw9y3lsPlgQcDgf6+vpgNpv3HLJzbeXv67FtNhvdI9ot+jmQxwV2rmiilWi8IZPJPIwnSbXDTrMMJvpAqEQj5Cwa4LLqjG3CCsBjkXdxcZHT3Z1AILbOeAb50oSroiHZGpubm6itreV0m54N0noKZAhJxAgJCQno6OjYs6Tnu3XmcDhw/vx5pKSk4PDhw5yQcTTPaEIBiT4gaZb7LfpAqAQIgJro+voe7rS7s7Kysm13h8/kV+89n62tLeTl5fHyXJFAxImGIBx7NHa7HX19fdja2kJOTg5vJANc9lTzl2hWVlbQ39/v19IjAZ+qs/X1dWxsbKCiogIHDhzgdD8C8E0oQj2ouEYo0QdCPdB9+ZwJBeRmbK/vob+7O3zcEDidTrGiCQdITABfWF9fR09PD1QqFbWY5xPe7so7gWEYjI2NYX5+HnV1dduyvfd6Dq7/DoZhMD4+joWFBcTHx6OsrIzTxwcuz398fUn3a0WzGwKJPhDqgS7k1pm/ROMN790dkvxqNBrpDQE73jqUdQjvioaL0DMhIeJEw07Z5KOiYRgGCwsLGBkZQVlZGUpLSzE1NUXdUfmCP+addrsdarUaVqsV7e3tAX+wuCYap9MJtVoNs9mMyspKLC0tcfbY3uAqKmC/Ybfog7m5OQCXvisrKyuCij4QKgECwRONN9jJr+SGwGg0Undw790df5+PYRhRDBAukE16LherXC4XhoaGoNPpPCzrw9GmI/nfOxHBxsYGenp6kJSUhI6OjqBcWrkUAxD/tJiYGLS3t2NtbS3sy6BCPagiCe/og4mJCUo6Qoo+EHpFI5VKOX1t2DcEZWVlsNvtVGVIdnfYooLdVIbEJ86XBc1+gWCIhhy0XFlFkO11mUyGzs5OxMbG0v8WLl+1nYhmaWkJg4ODOHDgQEjzD64qGpJnk5eXh6qqKvql5Fs6LbbOAoNUKkVcXBwSEhJQV1cnqOgDIVc04bCfUSqV23Z3yHszOTkJpVLpISpgz93IWSTOaHgEu3UGXHrRQ12g0mq16OvrQ35+Pj042QgX0Xg/DzvXhovl0FDFAAzDYHZ2FuPj49vybPi2t9np5yLR7A3y+gkp+iAaKppwge0gQXaqfO3ueM92yDUSouIqXVMIiDjREJCcmFAEAWSQPTs7i9raWuTm5vr8vUhUNN6hYFzcrYTiEO12uzE4OAi9Xo8jR44gJSXF47/zeeiLrbPgsVMl6G/0ATnc2BU+n9clBETa58x7d4fM3ch8h3wXlpaWkJiYCJVKte8qGkHdgoRCAHa7HRcvXoRGo0FHR8eOJAPwH7PMfh6SIvjuu+9CqVSivb2dsw9QsH+H1WrFhQsXYDKZ0NHRsY1kAP6XQRmGgcPhgM1m8/hvYkWzO/x9fUj0QU1NDd7znvegoaEBiYmJWF5exvnz53HhwgVMTEzAaDRy8j4LuXUmtCwaMnerra3Fe9/7XlRWVkIqlWJlZQUf//jHUVtbC5VKRUMhQ8FTTz2FkpISxMbGoq2tDX/+85/9+nfPPfccJBIJTpw4EdLzE0S8omF/OIOVOK+traG3txcpKSlobGzcc7AeztaZTqfD4uIiysvLUVJSwvlAMtBDYn19Hd3d3UhPT981zI3v1tnGxgbGxsbgcDhoG4EsuIrYGcFUDuz9kNLSUjgcDo/BNRfRB2LrLDhIJBLExsZCqVSiubkZP/7xj/HKK6/g4YcfxqOPPor77rsP73nPe/DlL38Z1157bUCP/fzzz+PkyZM4c+YM2tracPr0aRw7dgyjo6O7xtHPzMzgy1/+Mt773veG+udRRJxo2AiUABiGwdzcHMbGxlBRUYHi4mK/voThIBq32w2r1YrFxUU0NjZSKxIuEWjVQUQI/pAen60z4p1WUVGBtLQ0rK2twWAw0DiEjIwM2uIRguGh0BDqzYpCoeA8+kDIFU00ZdGkpaXhuuuuwxe+8AWqMPztb38bVBfk8ccfx+c+9zl8+tOfBgCcOXMGr7zyCp5++mk88MADO17Lrbfein/4h3/A22+/jbW1taD/LjYERzT+VjROpxODg4MwGo0BGz3yTTRsf7CysjJeSAbwv+pgGAajo6NYWFjwW4TAR+uMLKc6HA5UVVWhsLAQVqsV2dnZyM3NxTvvvIOSkhLYbDbMzs5S+S7pb0ejNQvX4Jr8uYo+ECua4OHLuRkAEhMT6T5VoLDb7ejq6sKDDz5IfyaVSnHVVVfh/PnzO/67f/zHf0RWVhY+85nP4O233w74eXeCoIjGX78zk8mE3t5eKBQKdHZ2BizjJETDxwBzbW0NPT09SEtLg0wmC2o/xl/40zpzOBxQq9WwWCwBiRC4bp2RasVkMtHUSvJek5sLIt/Ny8tDWVkZbDYbtd2fnZ2lQ9WMjIyAjCj3E/geugcbfSDkiibaiMZsNiMuLi6kuZJer4fL5drmNJKdnY2RkRGf/+add97BD37wA/T29gb9vDsh4t9U9ofTn0pjZWUFAwMDKCwsREVFRVAfIPaXg8sh4fz8PEZGRmgbr7e3l9eZw15EYzKZ0N3djYSEBLS3twfUhuKydWaxWNDd3Q2FQoG2tjZcuHABa2trSEhIQExMDJxOJ+bm5uBwOKBQKCjxyGQy5OTk0GVF0mIjRpRc2O5HG8Kp7gok+sBmswn29Y82ojGZTEhISAjr67m5uYnbbrsN3//+93npwEScaAD/ws/cbjfGxsawsLCA2traHTNa/AF7Z4cLonG73RgaGoJWq/VwIOBb3bbb4+t0OqjV6h1D0/x5bLKxHMoHfm1tDd3d3cjOzsbBgwfBMAzy8vKwtLSEyclJpKamwul0wmq1orm5GYmJibTaJE4RwGX5bkpKCioqKqjvlMFgwNTUFJRKJZ3thCNSOZKI1IG+W/SB0WiERCLByMhIwNEHfENoqjNv8BERkJGRAZlMBo1G4/FzjUbj8+ycnJzEzMwMbrjhBvoz8t2Ty+UYHR0NyfdQGJ+E/4+dWmdWqxVqtRoOh4OTHRR/DS/9gdVqRU9PDxiG2ZbXwvcsyBfRMAyD6elpTE5O4tChQ0Fbje+UGxMIiPigsrIShYWFlDhKSkpQWlqKtbU1DAwMwG63w+12Y2BggB5kZObGJh3yWkokEiiVSuTl5aGgoMDjTnt0dBR2u53ujASrohIqhCT/ZkcfTExMwGQyQSaTCS76INoqGkI0obxeRMV29uxZKlF2u904e/Ys7rnnnm2/f/DgQfT393v87KGHHsLm5ib+/d//PehEXQJBEY2vg9loNEKtViM9PR3Nzc2c3CURH7JQSWB1dRU9PT3IzMxETU3Ntrsmvisa7/aWy+XCwMAAVldX0draiuTk5JAeGwjuYCMJobOzs2hoaKCuw2zPKZPJhIGBAahUKhw6dAgMw8BoNEKv12NwcBBOpxNpaWmUeJRKJTUfJI/FNkskA+vKykp6p81WUZFqJzk5WdCHzl4Q6mKkRCJBXFwcKioqaPQBqXb2ij7gG9FKNKHi5MmTuOOOO9DS0oLW1lacPn0aZrOZqtBuv/125Ofn47HHHkNsbCxqa2s9/j3Zr/P+eTAQBNGQA1Mul9MFPoZhMDMzg4mJCapQ4vILFkq1wZZV73Zt4WydWa1WdHd3QyqVoqOjI2SfK3bVF0jbwel0or+/HxsbG2hra0NCQgJ9nQnJ6PV69Pf3o6ioyMPrjS25NZlM0Ov1WF5exsjICBITEynpJCcne5AOe/+G7CUUFBSgqKgITqeTttgGBwfhcrnoMDs9PT2sfmBcQYhE4y0GiIuLQ0FBAXU69rZgYZuBJiUl8fo3cdUi5wsul8vjc8iVc/Mtt9wCnU6HRx55BCsrK2hoaMBrr71GBQJzc3NhI2BBEA0BOfzJYbW+vu7THoXL5woUbEfovWTVUqkUdrs9lMvcFYRoSGWVlZWFmpoaTj48wVQ0hOxkMhna29s9WqHk8ebm5jAxMYHq6uod3RskEgmSkpKQlJREFwz1ej0MBgNVxBD1WXp6OhQKhQfxsN9XqVSKjIwMDwIzGAxYXl7G6OgoEhIS6GNF0v3YXwi1otlN3iyVSqmhpK/oA/Lfuch18QW32y3ofSxf8mau3EPuuecen60yADh37tyu//aZZ57h5BoAgRGNXC6H1WrFu+++i7i4OHR2dvKWtxEM0VgsFvT09EAikWxzhN7pOfiuaIj1TmVlJYqKisKShOkLxHEgMzMT1dXV9OBnxyWMjo5SwUQgNw8KhcLDPHJ9fZ1KnsndcUZGBjIzM6n6jF3tEIGJRCJBfHw8EhISUFJSAofDAYPBAIPBgL6+PjAMQyudtLS0gF+zcECo+yqBVL7e0QfEDJSv6AOht858hZ7tJ58zQGBEs7GxgfX1dZSVlfkdZxwsAiUacjedk5OD6upqvz64fLbO3G43Zmdn4XQ6ceTIEap04wrktffn+peXlzEwMICKigoUFRVtm8c4HA709fXBbrejtbU1pOG8RCJBSkoKUlJS6N0x2fOYmZmBXC6nLba0tDT6HpD/8652srKykJOT4+F+PD8/j+HhYdrKFdqyqFCug41gKy2pVErfT7I7xXX0gdBVZ75inPdTFg0gEKJhGAZDQ0NYXFxEbGwsKioqeH9Of4mGbaV/8ODBgNQXXAgOfIEkc1osFjpk5RoSiWTPXRqGYagssr6+HpmZmbSSICSztbWF3t5exMXF4ciRI5xLXmNjYz1ikNfW1qDT6TA+Pg6LxYLU1FRKPKQCJaTjXe0kJiYiKSkJBw4cgM1mQ39/P+x2O20HsqudSEl3haQ6Y4OrqoGP6INoq2j2W7omIBCiGRwcxNraGmprazE2NhaW5/Sn2iAqLqPRGNSsiI/W2ebmJrq7u5GUlIS6ujr85S9/4fTx2djNhsblctE5WmtrK91/YZPM6uoq1Go1cnNzg9rlCRTsWUBVVRW2trag1+vpVntMTIyHfJq02Lzl08Cl946EjBUVFWF9fR0Gg4EOs4l0Nz09PazLddE4owkWO0UfGAyGgKIPosnrDLg0o+Hj5jGSEATRkA1/k8kUFldlYG9fNZLQKZfLg7K5AbhvnWk0GvT19aGkpATl5eWwWCy8z4B83UGT3SGJRIK2tjYoFIptyrLFxUWMjIygqqoKBQUFvF3jboiPj0dRURHdaify6eHhYdjtdioC8CWfdrlcsFgsiI2NhdvthkqlQnJyMn3dyWxnenoaSqXSQ7rLZ5tGyETD93WR6APS6tzc3PQQdsTHx3uYgbKVk0InGvb1ia0znhAXFwen0xl0TEAw2K3aINHGubm5OHjwYNAfUq5aZwzDYGpqClNTUzh8+DDd7OVqe38n+GqdbWxsoKuri8YMsKXF5HrGx8exsLCAxsZGwQzVZTKZh4eX2WyGTqej8umEhARKOgkJCTT3nRxqbPm097IoscYZGxuD3W7fZo3DNYRINOH2Ogsk+sDpdAqeaNit2P2WrgkIhGgIyOEfjrsjXzMa9la9d7RxsM8RasXhdDoxMDCAtbU1tLW1QaVS0f8W7K6Lv/AmmpWVFfT396OsrAwlJSXbhv7kWs1mM1pbWwWrnGE7FpNDiggKiAOFUqnEgQMHEBsbC7lcvqt8OjU1FampqXRRkd2uI5b7xBon1ANPqDOaSKvhvKMPTCYTjEYjtFottra2MDY2hrW1tYCiD8IF74qGS3mzUCAooiGs7s3wfMCbaNgHeqhb9QShts6IGSVp33lLvfkmGnL97Iqqrq4OWVlZdLZBSIa00xQKBVpbWwW9t+ANhUKBnJwcJCYmwmg00kHz4uIiRkdHqXw6IyMDSUlJ25ZF2YKCmJgYj2VRcpc9PDwMp9PpYY0TTJyyUFtnQnJvZu9hFRcX449//CPy8/NhtVoDij4IB0i1LIoBwgDyASUvNmmj8QmZTAaHwwHgUqna09MDpVLJ6e5OKK0zo9GInp6eXeXUgUiQgwEZlvf19VFbG2Lvz65k1tfX0dvbi8zMzJBajZEEsTpiuxWUl5fDZrPRCmV2dpYugJJl0b3k0+np6R7tOr1ej5WVFYyNjdFl0UAUVIAwW2dCJUDg0rWlpaVBpVIFFH0QDpDPi7hHE0aQ5b5wzGlkMhmsViu0Wi36+vpQUFBAs7u5fI5gSGBubg6jo6OoqqpCUVHRjr9HrpXPdgrZJyExA95D/5WVFQwNDaGsrIzThdFwYmlpCcPDwzh48OC2dmlMTMw2+bRer8fk5CT6+/uRkpJCiYfsB+0kn46Li0NRURFdFvVWULGtcXa62RHqgS7kgTu7NRVI9EE44ie8iYbckIgzGp7hb/hZqCC59RqNJiSX490QaOuMRByvrKygubl5z0E62XXho6LZ2NiA1WpFamoqmpqa6PUBl4f+U1NTmJmZweHDh/1K7RQayEyObf65G9jy6crKSo95zOTkpE/59G7VTmZmJrKzs6mCSq/XY2FhAcPDw0hKSqJVE9sLTJzRBI7dSJAdfcAwjIcZ6NTUFBQKhYeikOtOC9s9g2Brayui7Tw+IAiiCTT8LFQ4nU4sLy9ja2sL7e3tHgN2LkFaZ/7chdrtdvT09MDpdKKzs9Pv7Xk+3Ae0Wi3UajUUCgWtUshdIfn/h4aGsLa2hiNHjkTl3RchdYPBgJaWlqD+hri4OBQWFqKwsNCnfJrtPh0TE0NnO0QpyK52EhISkJiYSPdFiHx6fn4eEomEHnbkYBIahFppkdfan3YYsSgi0QdEUWg0GnmLPvBl+ClWNGHAXvstocJkMtEdECKP5Avscni3D+TGxga6u7uRkpIScBQCl0TDVt0dPnwYU1NT9E6ckIzNZoNarQYAtLa2RqX7sdPphFqtppY4wQzlveFLPq3X66HRaOiOR2ZmJlWfAb6zdoBL72l2djZyc3M9vMBmZmZgNpthtVrhdDqpFFsIB7yQxABssKvwQMF2g+Ar+sCbaOx2OxwOh0g0fIPP1plGo0F/fz8KCwuhUqkwMzPDy/MQ+LMwRiTDBw4c8LDMD+Q5uCAaEjxmMBjo0H9hYQFDQ0PUsDImJgYDAwNISUnxmb8TDSDquJiYGF4scQBP+TR7HkPiEdxut4f79F5ZO0lJSVCpVCgrK0NXVxdiY2OxsbGB2dlZyOVyXls7/kKorbNQiMYbfEQf+IpxBiCqzvgA360zEsRF5gk5OTnQ6XS8t+jYkdHeBwD7murr65GVlRXUc+zlR+YPiJ8XSQlVKpVwuVyoq6vDxsYG9Ho9xsfHYbVaERsbi6SkJFit1qhTxmxubqKnpwcZGRlhVccpFApkZ2fTeQx5Tefn5zE0NETnMSSqYLesHWIqyhYnGAwG2toh4gSSLBquKmM/VjS7gavoA1+hZwDEGQ3f4NodgDgHm81mtLe305I0HLOgneTHTqcTfX19MJlMHtcUDEKtaIh3WnJyMk3SYythUlJSsLGxAYfDgaqqKkgkEuh0OrqMSKodLpYR+QSJAigpKUFJSUnEDkW2f1dZWRnsdjsVFJADikii09LSIJPJKPGYzWaYzWZIJBLY7XYP5+OKigoq2yXEExMT47Esyrc1jhDffzLT4vv9Djb6YKd0TSG+lqFAMERD7sy5JAByB5uQkICOjg6PHirfWTHAZbk2+3m2trbQ3d2NmJgYtLe3h7yzEwrREGl3SUkJDhw4QA80Mo9xu90YGRmBTqdDc3MzXWItLCykyZW+2kHEO0woIL5rNTU1O4atRQrEzoYcUCRrx1s+HRMTg5GREeTn59PKyNeyaH5+Ph1kE9kue0mRxCeEEtXgC0KuaMJ9aAcSfWCz2ba1zoQyd+MSgiEaAq4qGjL7IAaU3m9cuPZ12ERAMm3y8vJQVVXFyRcgGKJhx2TX1tYiJydn2xImO0Omra1t28BcLpd7WH6QdhD7Do4MxyP1xSExBvPz84LyXdsJO9nZLC0tYWNjg84v19fXkZaWtqd8mqjeKisrYTabYTAYoNFoMDY2Rg0o09PTkZyczIk1jhDvwoWQRbNT9MHCwgI2Nzchl8sxOTkJjUbDqf3MU089hVOnTmFlZQX19fV44okn0Nra6vN3v//97+OHP/whBgYGAADNzc149NFHd/z9QCE4ogm1omEYBmNjY5ifn0ddXR3Nx/b1POHwVSMqupmZGYyPj6O6uppTN+NA92jcbjeNot5p099sNqO3txcJCQl+Dcy920FWq5W2g6ampqBUKpGZmUn3S8LxxSd/5+rqKo4cORKVw9W4uDjI5XKYTCbU1NQgJiYGer0eo6OjsNlsSE1Npa8rkU/vtixaWFiI4uJiWo0aDAYMDg7C5XJ5LIsGoyQUqrxZaIuk3tEH4+Pj2NzchMlkwq233gqLxQKVSoWnn34ax44dC/qseP7553Hy5EmcOXMGbW1tOH36NI4dO4bR0VGf8+Bz587hb/7mb2hy8He+8x18+MMfxuDgYMiejwAgYQSyAeZwOOB2uzExMYGtrS3U1dUF/BgkEMxqtaKxsXHXw8Vms+HNN9/Ehz/8YV4/iOfOnUNiYiI2NjbQ2NiI1NRUTh//woULKCgo8OvDQHZ1XC4XGhsbERMTQ0md9LGJFUt+fj4qKio42RNYXV2FTqeDXq+Hw+FAWlqaxwHJNRwOB9RqNZxOJ/07oxGzs7OYnJxEXV0dMjIy6M+JjYpOp4PBYMDq6iri4+Np29KXfJr9NZdKpfT/2Hb7BoMBm5ub28LF9voMMAyDN998E0ePHhXca200GjE2Nob29vZIX4pPTExMwO12o7KyEi6XC6dPn8YzzzyD/Px8XLhwATU1NXjllVcCClwEgLa2Nhw5cgRPPvkkgEuEW1hYiHvvvRcPPPDAnv+euF8/+eSTuP3224P629gQXEUTrLx5Y2MDPT09SEpKQkdHx5534WxFGF9EY7PZYLfbsbW1Re8UuMZOmTHeMJlM6OrqgkqlQm1tLV28BC6TzMLCAkZHR31asQQL781rk8kEvV5PExOJ4iozM9NvSehusFgs6OnpQVxcHBoaGiIm9w0FRJG4uLjoMRsjYNuolJSUwOl0Uu+u/v5+uFyuHbN2dlsWLS0t9QgXU6vVkEgkHtWOr10R8vkTYkUTDaFn5DMqk8mQmpqKsrIynD17Fqurq3j99dcDniva7XZ0dXXhwQcfpD+TSqW46qqrcP78eb8eY2tri94UcgHBfQuDaZ0tLS1hcHAwoF0UNtHw4TS8vr6Onp4eyGQyVFRU8EIygH8zGp1OB7VajeLiYpSVlW2z92cYBqOjo1heXuZ1lsF21SWHGtuwUi6XexhWBtpiIzcbWVlZnM3Awg3iWEBSXf3p18vlcg/5NLGzYccfEzJny6d3WhbNyspCTk4O3G43fay5uTkMDw9DpVJR0iGb8Wz5tdAgtNaZN1wul4dwhj2jSU1Nxcc+9rGAH1Ov18Plcm0bG2RnZ2NkZMSvx/jqV7+KvLw8XHXVVQE/vy8IhmjIhzQQMYDb7cbo6CgWFxfR0NAQkN8WUYTxIXEmxFdeXo6VlRXOH5+N3YiGYRjMzc1hbGwMhw4dQm5u7rZ5jNPpRH9/PywWC1pbW8Oq3/dWXK2urkKv11NzQ/YMYi+VlE6no4uvxcXFgjz09gJxyrZarThy5EhQNydsxwu2nY1Op0N3dzckEokHme+1LJqYmIikpCSqniItttnZWboZT1p1QjzQo4FovEPPIj1P/Pa3v43nnnsO586d4+wGWTBEQ+BvRUOsUOx2Ozo6OoJSanAtcWYLEQjx8b0YupMYgNwZazQaHDlyBCqVahvJWCwW9Pb2QqlU4siRIxHNkCH7I+np6aisrKQzCGLhkpCQQEknOTnZg0jm5+cxPj6Ompoamj4abbDb7ejt7YVEIkFLSwtn74VSqaSKJ7Z8enp6GgMDA0hOTqbEk5iYuOuyqFwuR05ODr0xIMuixGFDrVZTAuPb9dhfCEF1thu8W3tcZNFkZGRAJpNBo9F4/Fyj0ez5/fjXf/1XfPvb38brr78e1Jx8J0Ql0ZC2VEpKCpqamoLuw3MpcfZeDCUfFr73dXxVNOTQcjgcaG9vR2xs7DZ7/7W1NajVakG2mbxnECQBU6fTUZ86cjiur69jeXkZTU1N9M462kDmSgkJCaitreXtYPSWT/tSB7KtcUhbdadk0ZSUFKSlpaGwsBDvvvsuMjMzqesxeaxIZLywEQ0VDfu12draCplolEolmpubcfbsWZw4cQLApdfh7NmzuOeee3b8d//yL/+Cb33rW/jtb3+LlpaWkK7BG4Ijmr1aZ8RGvby8POQNb65IwGw2o7u7G3FxcdsWQ/lwV2bD+/FNJhO6u7uRmJiIxsZGSqZk4C+RSLC8vIyhoSFUVFSgsLBQEHeeu4EkYJK5wfr6OrRaLc2GT05Oxvr6OpRKZdRZd5D3i4TGhfO9iI2Npd5dxKlYp9N5tC4JocfHx1Oy8ZZP2+12SCQSn8uiY2NjsNvtHsmiXC+L7oZoEAN4OwPstJIRCE6ePIk77rgDLS0taG1txenTp2E2m/HpT38aAHD77bcjPz8fjz32GADgO9/5Dh555BE8++yzKCkpoS1/4tkXKgRDNOyUTV8VDdlSJwNrttwzWHDhQkAG7YWFhaisrPS5GMpn64ytOtPr9ejt7UVhYSEqKirowUDmUWSBcW5uDvX19Zy8huGGVCpFQkICNjY2kJiYiKqqKqyvr0On02F8fHybzFfIh8za2hp6eno8Uj0jBbYTMQDqPk2Ih9gNkV0oAPTzpdFooFQqKfGwl0XZiZbkPYqLi/OwxuHzPYq2ioardM1bbrkFOp0OjzzyCFZWVtDQ0IDXXnuNkhixOyL4z//8T9jtdnz0ox/1eJxvfOMb+OY3vxny9QiGaAiIvJm9AGaz2dDb2wun04mOjg7O7lpDIRr2dv1uwWnhap2RVM6amhrk5eVtm8e4XC4MDg5ifX09ahcYgUuthZ6eHiQmJtI2U3JyMoqKirbJfN1uNz0cMzIyIjqD8oZWq8XAwAAqKys5XeDlCqR1yV7w1Ov1GBwchNPppERBZj5ESu5rWZRUTuQ9IqIPUpGGuiy6G6KRaLj6bt5zzz07tsrOnTvn8b/5drIXHNF4Ox6Tu760tDTO+9fBEg05tImlvveeAxt8t84kEgn0ej2Wl5fR0tKClJSUbSRDiFoqlaKtrU1QPmSBgMzmcnNzfVaP3jLfjY0N6HQ6zM7OYnBwEMnJyVRQEEk/qcXFRYyOjuLQoUOctEn4hrfdkMlkgk6nw+TkJOx2OxISEqDT6ahQYy/5NDENJY9lMBiwvLxMRR/sZdFQSSIaxADeM5poc0X3B4IhGnbrDLicgjkyMoKKigpeJKvBEA3JMwGAjo6OPeV/fLbOHA4HVlZW4HA46EIou30hkUiosWhaWhpqamoEfXe3G0gFUF5ejqKioj1/n231QWzcSSuIHbucmZmJ1NTUsLwu3tHRQvde8wUi1JienoZCoUBTUxNdwu3t7QWAHbN22BY5wKXPaHx8/DbRh8FgQH9/PxiGoaSzm9X+bnC73YJd2iWvC18VjZAguHeAHJAjIyMwGo1oamraM8s9lOcKhARIdZWRkYFDhw75dTjxlRhKBAgk5teXnQw5nEtLSyNqjR8q5ubmqAFosLk93oNvo9EInU7n0Qoi1Q4fFR9ZitVoNEFHRwsBZNfHZrOhpaUFSqUSSUlJ1DCStNJIFUnMVf2RT7OXRdnmk/Pz89RFghCPvy4SQm6dkb+dncQrEk2YYLVaAVyy+O/o6OBVoRJIRUPUboFWV3y0zogLdH5+PpRKJdbW1jzuEsn8aGpqKmraM75A9pKWl5d9WrEEC+/YZdIKIkFkKpWKVjtc5MKT9NLNzU20traGVXXFJZxOJ3p7e8EwDJqbm7fNvEgoW0pKikcVSfZ22M4PaWlp9LO6k3yaLIseOHDAw2p/bm4OMpmMCg7S0tJ2rFqErDpj5z4RmEymqL0J2Q2CIRqJRILV1VX09PRAKpWiurqa9y+kP4N64j6wtLQUlNqN69bZ/Pw8RkZGUF1djfz8fCwtLUGn06Grq4veOc7OzsJgMKClpQUqlYqz5w4nXC4XBgYGYDKZeHUsYNvikAONHI4zMzOQy+X0dSVBZIHA6XRSg88jR45E7XyMGLIqFArU19f79Tqwq0i288P4+DgsFouHfDohIWGbfNp7WTQ7O9tj8dRgMNAY5eTkZFrtsOdvQq5o2LttBOKMhmdsbGzg4sWLqKqqwuzsbMjxxP5gr4qGuEHbbLag1W5cqc4YhsHIyAiWlpbQ3NyM1NRUuFwuZGZm4ujRo9Dr9dBqtRgfH4dUKqXb20K1b98N7C35cB/OJDyMRCUT5+mRkRHY7XYP5+m95nM2mw09PT10gU6os4K9YLVa0d3djYSEBBw+fDiog5vt/FBVVYWtrS1K6OPj44iNjfWIkgCwa7WTnJyM1NRUlJeXw2Kx0GqHzI7IjEjoFY1MJqPfT7F1FgYkJSWhs7MTCQkJWFxcDEsomUwmg91u9/nfyBA9MTER7e3tIbkPhEo0pGVhsVjQ3t6OuLg4D2VZXFwc0tLSMDs7i4yMDOTk5ND2GgD6BU5PTxf8YWc2m9HT0wOVSoVDhw5FVDHkfTiS3RIiUvE2q2QTOklSTUlJiWoRhsViQVdXF1JTU1FdXc3Z3xEfH4+ioiIqefaWT5O2GHtm5mtZVCKRUJud/Px8unhqMBho5eRwOKijtZAWer0VcVarFS6XS2yd8QmyiAcEHxUQKHaqaLRaLdRq9Y7pnIEgVKIhB1ZsbCza2to8rpkIJwwGA/r6+lBQUECvlwxnybb3xMQEBgYGqFFlZmYmb47SwWJtbY3OnkJ93bmGRCKhW9IlJSXbzCqlUiklHYVCgb6+PuTm5nKS6RMpENeC7Oxsn3JyruBLPs0m9ISEBEo6ZE63W7IocSEALuU1qVQq6PV6TExMIDY21sMaJ5I3AE6nc5u0GYBY0YQLfCm1fD0P+0PKMAympqYwNTWFw4cPc2LQGMpSqNFoRE9PD/Ly8lBZWenRtyZfkPn5eYyNjaG6unrb0qhEIqHeViTOV6fTYWVlBaOjo0hMTERmZiaysrI4GXqHAo1Gg8HBQWqLI3R4m1Wura1Br9djZGQENpsN8fHxiI2NhdVqjcrh/8bGBrq7u1FYWBhW1wLvKAkiedbr9VCr1VTynJmZ6VM+7V3tMAxDbwDIsqjBYMDIyAjNWyHEE+4bL++KxmQy0TTU/QZBEQ35YISromEP6p1OJwYGBrC2toa2tjbOhujBVjRE5VZVVUX9o9hLmG63G2NjY1hZWUFTU5NfyZ1so0qSBUMWGklfOzMzkyqCwgGGYTA7O0vJPZCoB6GAWK7Y7XbMz8+jvLwcUqmU2rfEx8d7OE8LvY22urqK3t5eGrkQSbB97rzl097u00lJSR6kYzKZYLPZIJVKYbfbty2Lms1mGAwGaDQa+j4R0gnH+7TTDk20VsC7QVBEQ8CFB1kgz2OxWNDd3Q25XI6Ojg5ObTACJRqyb7G4uIimpiakpaXRLw4hGYfDgf7+flit1qAVWd5ZMGSvZHh4GA6Hg/e9EuCyok+r1Ua1Qg64vOvD9pArLi6Gw+Ggr61arQYAjzwYIdniAJf88vr6+gRpjeNLPk2qnZmZGY8015iYGPT396OgoIC6FXgvi8bFxaGwsNDjfTIYDBgYGADDMB7VDh/fAV8RAZF0rOATgiSaQMLPQgERA5w/fx7Z2dmcDjvZz+EvaRIpLIka8B76kwyZnp4exMbGcpYhQ+YL7LhlrVaLubk5DA0NUeuWzMxMzqSXZPGPBK5Fa7tgr9hlhULhYYtDDEBJHkxKSgqtJCMta9VoNBgYGMChQ4eiItcnNjbWQyFI2pdjY2OwWq2IjY2lZp/x8fF7LotmZmZ6pJQaDAaPyHHieMBF5DiwPfRsa2tLUGIFLiEooiGts93UYFzCYDDAYrGgpqbGL1uTYOBvRUOG/jExMWhvb/c59CfD8pycHFRWVvJS2rN75GVlZbBardDpdNS6hchQMzMzkZKSEtQXjsh+5XJ5xAPXQkGgscvsO/KKigpYLBYPW5zY2FhKOuF2nib+a3V1dVHdvlQoFFhaWkJRURHi4uKg1+s9LIeIfHqvrB0i/CCR48Qah8ju2dY4wX5+xYomwuC7dUYiB5aWlqBQKHgjGcA/oiGLqjk5OaiqqvI59F9aWsLw8DAqKyvDOiyPjY1FYWEhCgsLqQzVuw1EBrP+SKdNJhN6enqQmpoa1bJfLmKXSeuG/dqynafJHTSf7UsAdEYWrf5rBBsbG+jq6qKWSwBQVFRELYf0ej2Gh4fpPhR5bePi4nbM2pFIJJDJZB7LosQaZ3Z2ljpJEOIJZMZypficAQIlGj5bZ2TD2el0or6+nh6YfIEIDnZanFxcXMTQ0BAqKytRVFRE+8ikiiEZMiQemi/fN3/gLUMlbaDJyUn09/fTZcadpNNGo5Fm95SVlUXtnZvD4aBJn1zFLnu/tpubm9DpdLR96e0ZxsVrR1SW8/PzaGpq4sziJxJYX19Hd3e3TwGDt+UQ2Yci6stA5dMqlQopKSm04ifVzuzsLORyuYd8erebL5FoIoS9ws9CBZFsJicno7m5GXa7nXfRAdswj304MAyD8fFxzM3NobGxkW4xe2fIEI8soWXIeLeBiHRao9F4SKczMzORlJSElZUVDA0N4eDBg8jPz4/05QcNsiUfHx+Pw4cP87JQKpFIoFKpoFKp6GHmHbnM3qIP5hqIj9zKygpaWloE9dkKFMTstry8fM9q33sfaif5NLuSZAsJvKsdhUJBl0XJnMhgMGBychIWiwUpKSmUeOLj4z3OAJfL5SE8MpvN4owmnOCjollZWUF/fz9KS0vp3bTT6aQfIr5aOORx2c/hdDrR19cHk8mE9vZ2xMfHbyMZq9WK3t5eyGQytLa2Ct4jy1s6TZYZZ2dnKWkeOHAAubm5kb7UoEEWGDMyMnDw4MGwtf28naeJLQ5pA5GDMTMz0y/FJMMwGBoaorOlaD7cSNs5WJWct3x6Y2MDer0e8/Pz1H2akI5KpfIgHV/VTkpKCtLS0lBRUUGTRQ0GA71BIGpDkhslVjQRBJcVDVEFzczMoK6uzsPJmLzJfBKNd5AbkVIrFAq0tbVBoVBsG/pvbGygt7cX6enpvCjh+AZZZszOzsbw8DB0Oh2ysrKwuLiImZmZsEinuYZQYpfZEl72Fv3S0hJGRkaQlJRESceXOoo4SZtMpqBnS0KB0WhEb28vqqqqOKmS2RlGZWVlsNls9IaJRB+z3af3WhYlvnlkD44si46OjsJut9OzwWKxIC4uDiaTSSSacIDr1pnT6UR/fz82NjbQ3t6+zUPImwT4ANtFdm1tDd3d3cjKykJ1dTX9kAKXKx+yIU96zdE6xyBVm81mQ3t7O2JjY31a8vMhneYaOp0O/f39gnMt8N6iJ0u4ZKGRzCbIXTQAqNVq2O12miUTrTAYDFCr1Th48OCOMeqhIiYmxmPXjMinyUySSNOJ+/ReyaJEgMAwDLa2tqBWq2EymfDMM8/gqaeeQmlpKbKysmC320N6b5566imcOnUKKysrqK+vxxNPPIHW1tYdf/9nP/sZHn74YczMzKCiogLf+c53cPz48aCf3xcERTQEXLTOiFxYqVSio6PD5xvHnoXwBaLRX1lZwcTEBCoqKlBUVOTRsiND/5mZGUxPT4cU8CUEkLafQqHwGJZ7W/J7p16ypdNC2aBfXFzEyMgIamtrBZ/r472ES2z5x8bG6IY8sfmPZpIhxF9dXR22ViwhirS0NFRWVlJpOiEe0hZj5+Ow5dPey6KxsbFQKBQoLi5GVVUVEhIS8Mwzz+A3v/kNMjIycPXVV+Pmm2/GJz/5yYCu8/nnn8fJkydx5swZtLW14fTp0zh27BhGR0d9ninvvvsu/uZv/gaPPfYYrr/+ejz77LM4ceIEuru7UVtby8lrBwASJhx+/H7C5XLB6XTCYrHgrbfewrFjx4K6oyd697y8PFRVVe16YL3++utoa2vjzTGVYRj8/ve/h0QiQUNDAzIyMnzayZCeeUNDQ1RvyBPX60DbfmzptE6nAxC4dJpLEOKfmZlBfX19VMt+bTYburq6wDAMlEol1tfXkZCQ4GGLEy2VM0mNFVKgH5FPkzabP/Jpl8uFrq4ulJeXIyMjAxKJBLfddhs6Ozvx4Q9/GK+++irW19dx6tSpgK6lra0NR44cwZNPPgngUielsLAQ9957Lx544IFtv3/LLbfAbDbj17/+Nf1Ze3s7GhoacObMmdBeGBYEW9EAgbe0GIbB3NwcNZn0ZzjI584O2bVwu92oq6vzqSwjmTdutxttbW2c2t+EG8RFuri4GKWlpQEdXqFKp7nEfoldBi6r5BITE1FbWwupVEqVVjqdjsq0I0nq/oI4Fxw+fFhQFT9bPs2OkyAKzPj4eEo6KSkp1HpJLpdDpVLR82dychItLS1oampCU1NTwNdht9vR1dWFBx98kP5MKpXiqquuwvnz533+m/Pnz+PkyZMePzt27BheeumlgJ9/NwjqE8We0QCBEQ2pCohvlj8mk+S5+CAa8gWXyWTUCsN76G8ymdDb2yuI7JVQQRZKfblIBwpf0mn2F9dbOs3l3TgZlm9sbES1NQ5wuX1MlmPJ68RWWpG0SvbsgSRfZmZmCkaRRuTxQncu8CWfZi/iulwuKBQKuN1uNDU1ITExEW63Gz/60Y8wMTGBlJSUoJ9br9fD5XJtq/Sys7MxMjLi89+srKz4/P2VlZWgr8MXBEU0BOQgdjqdft3hE0sTt9uNjo6OgA4HrqOWgcvLYxkZGaipqcG7774Lo9GIhIQEKBQKSCQS+sGLtIopVJClP7IPxEeLiUinifkh23WaRC1nZmYGvVNCQLzmHA5HVEjKd4O/WTIkvyU1NZVKctnJl3FxcbTFFm5bHILl5WUMDw+jrq4u4Cj1SIPtded2u6FWq7G+vo7Y2Fh861vfwu9+9zvU1NTgN7/5DX75y1/i2LFjkb5kXiBIogH8Dz9bX1+nlia1tbUBHzRcRS0TLC8vY2BgAOXl5SguLobb7UZ+fj4WFhYwMzNDc+e1Wi0OHToU1XslpIpcXV0N20IpWZAjdiDsnZJQXKftdjuVnbe0tAi2feQPQsmS8U6+JMuMbFsc8vqGw6OOyLbr6+sj6ooRKkgUOzHMjY2NRXFxMVwuF371q19BJpPhtttuw7XXXotPfOITQRFORkYGZDIZNBqNx881Gs2OJqk5OTkB/X6wENS3if2F8KeltbS0hMHBQZSVlQU8EwjkefwBsYqZnp5GfX09MjMz6TymqKgIxcXF2NzcxNDQEDY3N8EwDObn52Gz2QQt7d0JDocDfX199O4/ErMl76jlYKXTpMWUnJyMQ4cOCULtFiy4zJKRy+UeztMbGxu0khwcHKSvL5H3cl2VE6PPaPdgIyRjNBrR0tJCZ4x/+ctf8Mwzz+DHP/4xrr/+epw/fx6vvPIKBgcHgyIapVKJ5uZmnD17FidOnABw6Wbw7NmzuOeee3z+m46ODpw9exb3338//dnvf/97dHR0BPz8u0FQqjOGYahr8zvvvIOqqiqf/VhinzE/P4+6urqQBoNdXV3IzMwMyVjT5XKhv78fa2traG5uRkJCwjbPMpIhY7PZ0NDQQIOxdDodDAYDDcfKysralj8vNJCogri4OBw+fFiQd/9s6bTRaNxROr2xsUENTfmMKw4HSJYMVwuMu8H79SXuyKSFGSpZz8/PY3x8HI2NjX7PW4UIclaR2TFp67/66qu444478Mwzz+BjH/sYZ8/3/PPP44477sD3vvc9tLa24vTp0/jpT3+KkZERZGdn4/bbb0d+fj4ee+wxAJfkze9///vx7W9/G9dddx2ee+45PProo5zLm4V3Qvx/7FRpkDtpUoKG2q4JtaKxWq1UudPe3u5z6L+1tYXe3l7ExcXhyJEj9GAmtiKkRaHVamn+PCGdcKZd+gNyMGdmZobVhiVQeNu2EJUV23U6Li4Os7OzUb8cC4Q/S8b79SXS9MHBQTidTg+/sECr3bm5OUxOTqKpqSmk4XikQfwMiXqRkMzrr7+OT33qU/j+97/PKckAl+TKOp0OjzzyCFZWVtDQ0IDXXnuNDvyJwwFBZ2cnnn32WTz00EP42te+hoqKCrz00kuckgwgsIoGuDTYBy6Vlbm5uR4SZbPZjO7ubsTFxaG+vp6THnF/fz/i4uJQXl4e8L8lvfC0tDSq6mGHKUkkEqyurkKtViM3N9evO2b23EGn08HhcNA7xXD1xXcCuWOO5oOZSKdnZmag0+kgkUiodJqQT7SBtJiEEIXNdn/Q6XTY3NykfmGZmZl7Ok+TyIJod5MmrfTFxUW0tLTQ1u1bb72Fj33sY3jqqadw++23R+V3KBgIlmi6u7uRnp5O+8zkbrSgoABVVVWcvUFDQ0OQyWSoqqoK6N8Rk86ysjKUlJTQVhlxAgAuS36rqqqCMvwjdvFarRY6nQ5msxmpqanIysoKyz4JGwsLCxgdHY2a9MXdQNoyhw8fRkJCAj0U19bWeJVO8wFyMAt1qdRms1EVm8FggFwup6RDhDEE09PTmJ2dRVNTU1QvLQOXdmIWFhY8SOadd97BRz7yETz++OP47Gc/K/jPFpcQHNHY7XYwDAO1Wk09nGZmZjAxMYGamhrOe88jIyNwu92oqanx6/eJnHdqaorOh7yXMImR58LCAqcHwNbWlsehmJSURFtsfCXzsf+WhoaGqO+XkwOgoaFhW1uGLZ02GAzUwNLXoRhpsLNkGhsbo+Lun12t6/V62Gw2Wk1ubW1haWkJzc3NUb0gC1wmTHb8woULF3DixAl861vfwhe+8IUrimQAARPN4OAgjXQ2GAxobGzkpV87Pj4Om83mV0+S5MOsrq6iqakJSUlJ20jG6XRiYGAAZrMZDQ0NvKnJiIGiVquFwWBATEwMJZ1gI5a94Xa7MTg4iPX1dTQ2NkadMo4NkqpKPkt7zfZ8tTCF4jrNzpJpbm6OSsdfEkCm0+mwsLAAq9WK+Ph4ZGdnIzMzU/CCmJ1AbIvYhNnV1YUbb7wRjzzyCO6///6o/LtChWCJZmBgAFqtFnFxcWhsbOStTTQ1NYXNzU3U19fv+ntkKZRhGDQ2NkKpVG5TlhEzSblcztkMyR+wh93EJ4y0f9LT04O6E3c4HOjt7YXb7UZDQ0NUW+MQVeDW1haampoC/iz5mjskJyfTaiecOe8kS4bc7Ahlcz8YkGp5aWkJdXV1sFqttJpkW/IL2RaHDdLGbG5upq0/tVqN48eP44EHHsBXvvKVK5JkAAESDbFs+Mtf/oKYmBgcPXqU15bF7OwsDAbDrt5Cm5ub6OrqQmpqKg4dOuRz6L++vo7e3t6Iq7EYhsHa2hqd69hsNqSnpyMrK8vvO3EiX+YzRTJcIIQJAA0NDZyQv81mo6RDpL2E2PncnmdnyQRDmEICUWSRqoxdLbMt+XU6HSwWCzWpzMzMFKRgY35+HhMTEx4ihsHBQVx77bW477778NBDD12xJAMIkGimp6cxODhIZb2NjY28Pt/CwgKWl5dx5MgRn/9dq9VCrVbjwIEDKC0tpe6rwPYMmbKyMhQVFQnmA0XaE4R0Njc3kZKSQltsvr6whDCzs7M5FV1EAkR6Hhsbi7q6Ol4Ik11N6vV6uN1uj2qSqztxl8tFs2Sampqi2h6HvVvS3Ny8Z1VGvO70ej1WV1fpzhlxno60xH5hYQFjY2MecuyRkRFce+21+NznPod/+qd/iurvERcQHNH09fUhPT2dDr6bm5t5fb7l5WXMzs6ivb3d4+cMw2B6ehqTk5M4fPgwsrOzfQ79p6enMTMzIwhp6V4grQmtVovV1VUkJCRQBVtSUhJ0Oh0GBgYER5jBgEjh09LSwpZSynad1ul02NraQmpqKiWeYO/EnU4nenp6AHBXlUUKZEter9d77Jb4C9LxIMQOgM7O0tPTw/7aEGk5e7F0fHwc1157LT75yU/i29/+dsSJUAgQHNE4nU64XC4sLS1hfn4ebW1tvD6fVqvF+Pg4jh49Sn9GhuB6vZ5KLUlyHmmVuVwuDA0NYW1tDQ0NDVGnlGErrPR6Pf2bSkpKcODAgaj+cqytraG3txcFBQUoKyuLGGF6qwRJBkwgw27iwaZUKlFfXx/VbUyGYTA8PAyj0Yjm5uaQW2CE2Mnn2Gw209RL4jzN53tPzD7ZFjnT09O45ppr8Nd//df4t3/7t6j+HnEJwRKNRqPB5OQkOjs7eX0+vV6PoaEhvO997wNw6Yvd09MDl8uFxsZGxMTEbBv622w2umFeX18f1YNy0sZYXFxEWloa1tfXeWv/hAMkfbG8vDwkWyGuEYx02leWTLSCiBiITRMf8yWSeqnT6bC6usrr7IzEFrDNPufm5nDs2DEcP34cTz31VFS/X1xDsCcIF3HO/oDt3ry5uUnNFWtraz1ingnJbG5uore3FykpKaipqYnqO0wi197c3ER7ezvi4+OpeaJWq8Xk5CQGBgY8QseETKpkQVaIS6U7uU6PjIzAbrfT9k9mZiaUSuWOWTLRCNIh2Nzc5I1kACAuLg6FhYUoLCykszNv52miZAtlxkVmsmySWVpawnXXXYerr74aTz75pEgyXhBcRUPinNfW1tDT04MPfvCDvD7fxsYG/vKXv+Dw4cM0HbKsrMzn0J/MMIJJkBQa7Ha7hxprpy8e2XXQarXY2NiASqWicx2h7NUwDIPZ2VlMT0/TJNNoAZFOkzvxjY0NJCYmYmtrC1lZWaipqYnqQ4utlGtubo7IjQpx2CBtTJPJBJVKRQUFe9nisKHVatHf3+8RwLaysoJrr70WbW1t+L//9/9G9c0nXxAs0WxubuJPf/oTrr76al6fz2Qy4Y9//COkUilqa2tp6qDL5fIY+hOjv5qaGsHdLQcKcreclJQUUIaPt6yXhGJF0nGavbzY2NgY9dYlpPUXExMDq9UaNuk0H3C73XR/qbm5WTBKOeI8TWxxlEqlh/P0Tt8HnU6Hvr4+jyhprVaL48ePo66uDv/zP/8TVW3mcEKwRGOxWPDWW2/h2LFjvB1g5IuwvLyMtrY2pKSkbFOWkY1ynU6HhoaGqLD62A1kUJ6Xl4eKioqgX1viOE2IJxKO02zngmhfXgS2Z8n4kk6TAzESCqtA4Ha70dfXB6vVKmg5tsvlwurqKq0oSRuTvM6kAjMYDFCr1Th06BB1QjYYDLjuuutQUVGB5557TtDvR6QhOKJxu91wOByw2+144403cPXVV/NSipKhP6me/uqv/gpSqXRbhkxfXx/sdjuv7gThAuktV1RUoLCwkLPHjYTjtNPp9HhvhDw78gekktkpS4YdPMY2WA1VOs0HXC4XfW+ampqi5gDeqY2ZmJgIjUaD6upq5OXlAbh0U3DDDTcgPz8fL774omCJVCgQLNG43W787ne/wwc/+EHODxGSp56UlIRDhw7hjTfewNGjRxEbG0vly2azGb29vUhISEBtbW1Ul8Ts1l9tbW1IQXH+PBfph2u1Wl4cp8lNArH6ieb3BrjU4x8cHERtbS29W94LW1tbHgqrYKTTfIAsljqdTjQ2NkYNyfiC3W7H7OwsZmdnIZFIYDKZ8Pzzz+Oqq67CD3/4Q6SlpeGll17i/Qb0D3/4A06dOoWuri4sLy/jF7/4BU3Q3Annzp3DyZMnMTg4iMLCQjz00EP41Kc+xet17gbBfkNJVcFFzDIbJG6gqKgI5eXlcLlcUKlUOH/+PDIyMpCVlQWZTIbBwUHk5+eH1F4SAhiGwejoKDQaDZqbm3lv/UkkEqhUKqhUKpSVlcFisUCr1UKj0WB0dDRkx2mLxeIxX4qmmYUvkK3y+vp6ZGRk+P3v4uPjUVRUhKKiIjgcDtpiYwfnhdt12uVyUX+8pqamqL8B2Nrawvz8PKqrq5Gbm4uRkRHEx8fjn/7pn6DX63HVVVfh6aefxvXXX8+rlN5sNqO+vh533nkn/vqv/3rP35+ensZ1112Hz3/+8/jxj3+Ms2fP4rOf/Sxyc3ODiojmAoKtaADg7NmzaG1t5WQZktzVj42N4dChQ1Rm6nK5aAqmRqPB4uIibDYbEhISUFhYiKysrKhty7DNJBsbGyPeXiGO02TmEKjjNJGf7wd7HOCyCSOX8QvEJ4y02IjXHWlj8vVZJu4FEokEDQ0NUU8y6+vr6O7uRnl5OW0zm81mfOQjH4FEIsHp06fx5ptv4te//jWGh4exsLAQFkKXSCR7VjRf/epX8corr2BgYID+7OMf/zjW1tbw2muv8X6NviC4TwP78JDJZJzs0rjdbgwPD9NIVV9D/4SEBPqz2tpa2O12rKysYHR0lEp6s7KyombgbLPZ0NvbC6lUiiNHjgiihaFUKpGXl4e8vDyf8cq7OU4bjUao1WqUlJSgpKQkqkmGnSXDdZKkVCpFWloa0tLSUFlZSeXpi4uLGB4eprJeLl2nCclIpVI0NDREvbyXkExZWRklGYvFgo9//ONwuVz4zW9+A5VKhcbGRpw8eRI2m01Qf/P58+dx1VVXefzs2LFjuP/++yNzQRAg0bAhk8lCbp2RfRGHw4GOjg7ExMT4zJAhd/6tra2UTIqLi6mkV6vVYmJigvqDZWVlBaS/DyfMZjN6enqQnJyMQ4cOCbK9JJPJ6OtIHKd1Oh3Gxsa2OU6vrq5iYGAABw8e5Dz4Ltxgy7HZwVh8QCKR0GF2aWkpTbvU6XSYmpriRDrtcDg85mVCOnCDAamaDxw4QNthNpsNt956KzY3N/G73/1um4ReaB2PlZWVbbO+7OxsbGxswGKxRKSzIWiiCdUdwGw2o6urC4mJiWhsbPQgLkIyFosFvb29UCqVaG1t3XbnHxMTg4KCAhQUFFAbEa1Wi5mZGcTExNDDMjk5WRCkQySyhYWFEfX5CgQSiQSpqalITU1FRUUFdZyen5/H4OAgACAvLy+q0z0BzyyZI0eOhL06jomJQX5+PvLz8+Fyuag5JdmcD1Q67XA4qA8bX+7Y4QSJAykpKaER8na7Hbfffju0Wi1ef/11XsIXrwQIjmi8W2fBVjQGg4EaK1ZUVNB5DHkOiUSCtbU1qNVqZGVloaqqas87OraNCGn9aLVa2jYgpJOamhqRKoKol6qqqlBQUBD25+cC5C48ISGBxhwUFBRgc3MT7777LlVXZWVlISkpKSqIFLi8s2U2m9HS0hJxqbxMJqPVDFs6PT09jYGBgT2l08Tsk0QwCLFqDgQmkwldXV0oKipCaWkpgEtEeuedd2J2dhZvvPEGZ5HsfCMnJwcajcbjZxqNBiqVKmJzWsERDQC6jR/sjGZubg6jo6Oorq5Gfn7+NlNM4LIpHhn2BXpgsVs/ZI9Eq9ViYGCAmlJmZWUFnXAZCBiGwczMDKanpwNWLwkRxOVXr9ejtbWVtpfYxpQXL16EQqGgh2GkyN0fsLNkWlpaBLdzIZFIkJycjOTkZJSXl8NisVAxwdjY2DbptMPhQFdXFw3GE+rr7i9I56OgoAAHDhwAcGnudNddd2FkZARvvvlmVH2nOjo68Oqrr3r87Pe//z06OjoidEUCVJ0Bl+Oc1Wo1kpKS6Ju/F8gW//LyMg0h8pUhMzU1hbm5ORw+fJjzDxA7k0Sj0cBms1HZNB/Li2zngv1gwUKMPs1m864pkm63m7Z+tFotbf0QcheK6omd8NnY2CiY6/IXbOm0Xq+nS82JiYlRn40DXJIwX7x4Ebm5uSgvL6crFXfffTcuXLiAc+fO0SXNSMFkMmFiYgLApc/Q448/jg9+8INIS0tDUVERHnzwQSwuLuKHP/whgEvy5traWnzhC1/AnXfeiTfeeANf/OIX8corr4jyZjYI0QwMDCAmJgYVFRV7/hvyhbbZbPSA8q5kXC4XtSxpbGzkdRALXE641Gg01MwvLS2NLi+GOkQkIgaLxSII+XKoIO8hwzABLfuxHadJ4BjbDTlSw9r9lCUDXD6U5XI5XC6Xh+s0n9JpvmCxWHDx4kVkZWWhsrKSWk598YtfxFtvvYU333xTEFET586d82kufMcdd+CZZ57Bpz71KczMzODcuXMe/+ZLX/oShoaGUFBQgIcffjiiC5uCJpqRkREwDIPq6updf5+kKcbHx9OhpPc8hi33ra+vj0j7ggRhabVarK+vIzk5mbbYAh0MW61W9Pb2QqFQoK6uLurvLLmMXRaC4/R+ypIBLv09Fy9epLEFwOXXmdi18CGd5guEZDIzM+lOltvtxpe//GW89tprePPNN+msRkToECTREAua8fFx2Gw21NbW7vi7ZOifl5eHqqoqMAxD82UIyZAMGfIlEcKXni2bNhqNAcmmTSYTenp6BPX3hAI+Y5d3cpzOzMzkTSm4n7JkgEuHcldXF31/fP09bOm0wWAQtOs0Ic309HQcPHiQksyDDz6Il156CW+++SbKy8sjfZn7CoImmunpaayvr6OhocHn783Pz2NkZAQHDx5EQUEBncdIJBL6wSYD+tLSUsEu+rFl02RjfifZNFlcLCoqwoEDBwT59wSC9fV19PT0ID8/n/bI+UI4HKeJeiknJ4e2Y6IZW1tb6OrqQkZGBj2U9wJbOq3T6QTlOm2z2XDx4kUaXEhI5pvf/CZ+/OMf49y5c6iqqorY9e1XCJpo5ubmoNPp0Nzc7PHfSVttaWmJ5nX7GvoTiw+2tbfQwZZNk8OQkI7VasXIyIiHi2w0Q6/Xo6+vLyKxy8SqhbzOXDhOE9IsLCzcFzcBZCaTnZ0dNGkKyXXaZrOhq6sLKpUKhw4doufEo48+iv/+7//GG2+8gUOHDoXteq4kCJJonE4nXC4XFhcXsbCwgLa2No//1tvbC4vFQjNIfGXIDA8Pw2AwoKGhIWqVWGzZ9PLyMlwuF9LS0lBYWBgW2TSfWF5extDQkCBil7lwnCaVZllZmSAGyKGCSH5zcnI4NZZlS6fD6Tptt9vp8jaJaWcYBv/6r/+KJ554AmfPnkV9fT0vzy1C4ESj0WgwOTmJzs5OAJd73zExMdQe3nvob7fb0dfXB6fTiYaGhogvxoUKQpp6vR4VFRUwmUzQarW8y6b5xMzMDKampjwy14UEchhqtVqsra0hMTGRko6v+dleWTLRBtL+y8/P59Vdwpd0mlSUXN5IORwOXLx4kUZ+SKVSMAyD7373uzh16hR+//vfb+uaiOAWgiYavV6P4eFhvPe974XRaERPTw9yc3NpD9V76E88vgKNKBYqnE4nXfRjB6+RgCatVkvvwLmUTfMFhmEwPj6OpaUlNDU1RUWluZfjNAmTCyRLRsggNizhbv/5cp1OS0sLWaJOlkvZDgYMw+A///M/8c///M/47W9/69ExEcEPBEk0JM55bW0NPT09qKiowPDwMKqqqlBYWAiXywVy2WSAazAY0NfXh4KCAt6HyuEAkfvGxMSgrq5u10W/ra0tOmsgsmky1xHKbo3b7cbQ0BDW1tbQ2NgYNpkxlyBDbvJakz2tkpISlJaWRv2NDSEZIjSJFMj+WajSabYXW319PSWZH/zgB3j44Yfxyiuv4D3veU8Y/iIRgiaajY0NnD9/HnK5fMehP3BJfTY2NrZvhuSbm5vo6emhSp9A1FChyKb5wn6LXQYubV9PT08jIyMDGxsb2xynhWYzsxc2NjbQ1dVF1ZlCgt1up6RjMBigVCr3tB5yOp3o7u6mZwchmR/96Ef4+7//e/zqV7/CBz7wgfD/MVcoBEs0ZOHNaDTiPe95j0deDHvoTyzX6+vro97dF7ikxOrv7+ckdyUQ2TRfILHLMplsXwRiMQyDyclJLCws0PYfuQMnlc7m5iatKjMzMwWfYUTyVw4cOEBdi4UKX9JptjuBQqGAy+WiSaMkH4dhGPzkJz/B/fffj5deemlbXosIfiFIojGZTLhw4QIUCgVWV1fxoQ99iBILO0Omr68PVqsVDQ0Ngv8y+4PFxUWMjIygpqYGubm5nD62t2yauPfy6TZNYpcTExP3hfkiicXWarVoamra0cLIarV6LIkK2XGatKejUS3nSzqdkpICq9UKhUKBlpYW2s584YUXcPfdd+OnP/0pjh8/HuErv/IgSKLR6XRYWFhAeXk53njjDXR2diIuLo4O/S0WC7UrOXz4cFQprnyB3CXPz8+jvr6edztytmyaGFJy7TZN2n8kgkFIh2swIOq/1dVVNDc3+z37IsoqUlUKyXF6dXWVzkBJkmQ0w2QyUfGMy+XCb3/7W1itVpSUlOCxxx7Dc889hxtvvDFs1/PUU0/h1KlTtOPyxBNPoLW1dcffP336NP7zP/8Tc3NzyMjIwEc/+lE89thjUa+cBQRKNG63G3a7nfZZ19bWaP87JiYGAwMDdPM62u+SyZB8dXU1LEaf3iBu04R0uJBNk/C14uJilJaW7guSIVkyuzlK+/M4QnGcNhqN6O3t3TeSbLfbjd7eXjidTjQ1NYFhGLz00kt4+umn8ac//QlxcXH46Ec/ihtvvBFXXXUV7x2Q559/HrfffjvOnDmDtrY2nD59Gj/72c8wOjqKrKysbb//7LPP4s4778TTTz+Nzs5OjI2N4VOf+hQ+/vGP4/HHH+f1WsMBQRKNRqNBbGwspFIppFIpLBYLNBoNFhcXYbFYEB8fj+LiYkFLef2Bw+GAWq2G0+kUxJCcC9k0sfyprKyM2vA1NkiWjMPhQGNjI2dD/kg6ThsMBqjVahw8eHBfiGfcbjetZJqamujN0e9//3vceuutOHPmDAoLC/HLX/4SL7/8Mm6++WacOnWK12tqa2vDkSNH8OSTT9JrLCwsxL333osHHnhg2+/fc889GB4extmzZ+nP/u7v/g4XLlzAO++8w+u1hgOCJJpPfOITeP3113Hdddfh5ptvxtGjR/Hggw8iPT0dn/nMZ+BwOKDRaLCxsYGUlBQ64I6mEpO0/+Li4gQbg0tk08QFeS/Z9MLCAsbGxlBbW+vzri3aEM4sGbacd319ncp5s7KyOJWCk+XS6upqzueAkQCpNi0WC5qbmynJnDt3Dv/rf/0v/Md//Aduu+02WlUzDAO73c4rkdvtdsTHx+OFF17AiRMn6M/vuOMOrK2t4eWXX972b5599lncfffd+N3vfofW1lZMTU3huuuuw2233Yavfe1rvF1ruCBICdAPf/hDnDt3Di+88ALuuusuOJ1OyGQyfO1rX0NaWhpiY2NRXFxMh64ajQZjY2PUDj47O1sw+yO+sLGxQecX/hoVRgLx8fFU/Waz2ejd9/j4OBITE5GZmYns7GzEx8djenoac3NzaGxs3BfqP5IlQ/aY+L4RSEhIQEJCAn2tCelMTU0hNjaWVpWhqAV1Oh36+vr2zXKp2+3GwMAAtra2PEjmnXfewS233ILTp097kAxwabmb786BXq+Hy+Xa9hpnZ2djZGTE57/5xCc+Ab1ej/e85z1gGAZOpxOf//zn9wXJAAKtaAiWlpZw4403wuFwoL29Ha+++io2NjZw7bXX4sSJEx69VrvdTu++jUYjEhMTkZ2dzfkdYaggd5RESipUktkN3rJpsqNQXV2NnJycqPyb2BBSlgxXjtMajQYDAwP7hmRIMOLm5qZHPPaf/vQn3HzzzXj00Udx9913R+SzuLS0hPz8fLz77rse8clf+cpX8NZbb+HChQvb/s25c+fw8Y9/HP/8z/+MtrY2TExM4L777sPnPvc5PPzww+G8fF4gWKJhGAZNTU1oaGjAmTNnEBMTA7fbjT/96U948cUX8Ytf/AJarRbHjh3DiRMncOzYMY9seVLpGAwGurSYnZ0d0UCm+fl5jI+PR5Wb9G5wuVzo7++nbgSrq6thkU3zCWKLn56evmP2SqQQrOP0ysoKBgcHUVdXh8zMzDBfNfdgGIa6TLS0tNAKpaurCzfccAO++c1v4r777ovYexdM6+y9730v2tvbPWZH//M//4O77roLJpMp6r5H3hAs0QCXDuaCggKfHxi3243u7m688MIL+PnPf46FhQVcddVVuOmmm3D8+HHqBOt0OqnKR6/XIy4ujs4ZwrXTwPb4amhoQEpKCu/PyTeIkMHtdqOhoQFKpTIssmk+Qcwkc3NzOXUs5gNs4QaJCSf2++x55fLyMoaHh1FXV4eMjIwIX3XoYBgGw8PDMBqNaGlpoX+nWq3GddddhwceeAB///d/H/H3rq2tDa2trXjiiScAXDqvioqKcM899/gUAzQ3N+Oqq67Cd77zHfqzn/zkJ/jMZz6Dzc1NwX939oKgicZfkIEgIZ2JiQl86EMfwo033ojrr78eqampkEgk1KhTo9FAr9dDqVTSSocvi3KXy4XBwUFsbGxErceXN2w2m4eLtq8vAR+yaT5BsmSKioqiUpLty3E6NjYWBoMB9fX1+4ZkRkZGYDAYPEhmYGAAx48fx/3334+vf/3rgnjvnn/+edxxxx343ve+h9bWVpw+fRo//elPMTIyguzsbNx+++3Iz8/HY489BgD45je/iccffxz/9V//RVtnf/u3f4vm5mY8//zzEf5rQse+IBo2yB3PCy+8gF/84hcYHBzE+973Ppw4cQI33HADMjIyKOmwN+XlcjmtdFJSUjj5sNrtdqjVajAMQ+/6ox0kdjmQGGmhu03vtywZu91OK2ipVLrNcVoIB3GgYBgGY2Nj0Gq1aGlpoWKf4eFhHD9+HHfddRf+8R//UVB/25NPPkkXNhsaGvDd736XOkV/4AMfQElJCZ555hkAl2Zx3/rWt/CjH/0Ii4uLyMzMxA033IBvfetb+6IDsu+Ihg2GYTAxMUFJp6enB52dnThx4gRuvPFGOrgmi3QajQY6nQ4SiYRWOsHmnW9tbaGnp4cOlKO99AW4i10OVDbNJ/ZblgxweRbY2NgIlUrl4TgNgO7qREM7E7jcel5ZWUFLSwsVAI2Pj+Oaa67B7bffjsceeyzq5xj7GfuaaNgg0c4vvvgifv7zn+PChQtoa2vDTTfdhJtuuonOgrznDAzD0EPQX5UPOZBzc3P3RW48cHnJr6ysjFPjRSKb1mq1WF1dpSFjRC3I52tHhuT7RYkFAHNzc5icnERjY+O2O2Ff7UyhO06Tm8WlpSW0tLTQ1vPU1BSuvfZafOQjH8Hjjz8ukozAccUQDRsMw2BxcRE///nP8eKLL+Ldd99FY2MjTpw4gZtuuom6JjMMQ1U+Go0GLpdrz+E22YwvLy/fF20Y4HLsMh9mn2x4y6bJ/khWVhbnMzSyXLpfhuQAMDs7i6mpKTQ1NSE5OXnX32Vnvmi1WsE6ThOnbDbJzM7O4pprrsF1112HJ598UiSZKMAVSTRsMAwDjUaDX/ziF3jxxRfx1ltvoba2FjfddBNOnDhB1UfEMkSj0UCr1cJutyMjIwPZ2dnIyMiATCbD3NwcJiYm9s1mPHDpSz05ORn22GVfbtPkEAxVNj0zM4Pp6Wk0NDTsi+VS4FI+zszMjF8k4wtCdJyemprC3NwcWlpa6OrC0tISPvzhD+NDH/oQvve974kkEyW44omGDYZhYDAY8PLLL+OFF17AG2+8gcrKStx44424+eab6V4FwzDY3NyklY7VakVMTAzsdjsNaIt2kJbF4uIiGhsbgzq8uIKvdibbjNLfOYOvLJn9AHIgNzc3IykpKeTHE4Lj9MzMDGZmZjz+ppWVFVxzzTXo6OjA008/HRXzJRGXIBLNDiBts1/+8pf4+c9/jt/97ncoKirCTTfdhJtvvpnmq2xubuLNN9+ESqWCQqGAxWJBeno6srOzkZmZKTgZrz9gO0o3NTUJSpLtPWew2+0ec4adXm9/s2SiCQzDYGpqCvPz85yRjDfYjtM6nQ4ul4t3x2nSAmxubqY3A1qtFsePH0d9fT1+9KMfRX2A3pUGkWj8xMbGBn7961/j5z//OV577TVkZWXhmmuuwRtvvIGsrCz86le/gkKhoEmLGo0GJpOJynizsrIEOWz1hsvlooFyTU1NEZce7wZ/ZdPBZskIGewheXNzc1iIkx00ptVqsbW1xblMfX5+HhMTEx4tQIPBgOuuuw4VFRV47rnnovLm7UqHSDRBwGw24wc/+AG+/vWvIzk5GQqFAtdffz1uuukmtLW10ZKexBsQGW9KSgqtdIToNG2329Hb2wupVIr6+vqo+0L7kk1nZmbCaDRS4hTi6x4o2HLf5ubmiFWcXDtOLywsUFk2Ucytrq7ihhtuQEFBAV544YWouFkTsR0i0QSBP/7xj7jxxhvx2c9+Fo888ghef/11vPjii/j1r3+N2NhY3HjjjThx4gQ6OztpiW+1WmmlQ7zBIrU74gsktiAhIWFf7P3YbDZoNBpMTU3B4XBsM1mNVsk5WVzUaDQeOyWRht1up5WO0WgM2HF6cXERo6OjHu7f6+vruOmmm5Ceno6XXnpJ0NW1iN0hEk0QePbZZ7GxsYHPf/7zHj+32+2UdF5++WVIpVJcf/31uPnmm/G+972PVgjeuyNJSUn0EIzEwWEymdDd3Y3MzExBxxYEApIlI5FIcOjQIayurkKn0/Eum+YTxIJFr9d7bMcLDd6KQeI4nZmZibS0tG03MUtLSxgZGfEQ0mxubuLmm29GfHw8fvWrXwn2bxXhH0Si4QkOhwNvvfUWXnjhBbz00ktwOBy47rrrcOLECXzwgx+kd2fkTlCj0VBZKSGdcPTdSexyUVERDhw4EDWH7m7YLUtmJ9k0sWcRqlyWbSYZTXMm4jhNqh2Hw+Eh3jAYDBgaGvKQz5vNZnzkIx+BRCLBq6++KigxiojgIBJNGOByufD222/TeAOTyeSRqUMODbKwSOINiNN0dnY2EhMTOSeB/Ra7DASWJeNLNi1EexZii7+6uuphJhlt8Hac3tzcBAAUFBQgJycHqampsFgs+NjHPga73Y7f/OY3vCjpdsJTTz1Fvcnq6+vxxBNPoLW1dcffX1tbw9e//nX8/Oc/h9FoRHFxMU6fPo3jx4+H7ZqjBSLRhBkul8sjU0ev1+PYsWO46aabPDJ1nE4n3ZLX6XSIiYmhlQ4X7Z79FrsMhJYlE6xsmm8Qqfn6+jqam5ujlmS8odVq0dfXh7y8PFgsFnzuc5+D2+1GSkoKLBYL3n777bCaST7//PO4/fbbcebMGbS1teH06dP42c9+htHRUZ/fD7vdjqNHjyIrKwtf+9rXkJ+fj9nZWaSkpKC+vj5s1x0tEIkmgnC73ejq6qKmnwsLC7j66qtx00034dprr6XyTtLuIfEGxGk6Ozs74GhfhmEwPT2N2dnZfbUZz2WWzG6y6XDK1ElUsclkQnNz874ZhpNI6cOHD9NDfGFhAffeey8N0svOzsaJEyfw6U9/GocPH+b9mtra2nDkyBE8+eSTAC699oWFhbj33nt95secOXMGp06dwsjISNSpMyMBkWgEArfbjb6+PpqpMzU1hb/6q7/CTTfdhOuvv57au7vdbjpj0Gq1HjMGkruzE8jSokajQVNTU1jbEnyC7yyZSLhNk4ylra0tNDc37xtZr16vh1qt9jAydTgc+NSnPoWpqSmcPXsWCQkJOHv2LF566SVqnMkngknEPH78ONLS0hAfH4+XX34ZmZmZ+MQnPoGvfvWrgmm5Cgki0QgQpCdPKp2hoSG8//3vx4kTJ3D99dfTTB0yYyC7OgBopeNtFULujjc3N9HU1BQ1w+S9YDQa0dvbGzYTU+IJxqfbNLnpILs/+4VkiAN4dXU1NWd1Op343Oc+h4GBAbz55psRaeMuLS0hPz8f7777Ljo6OujPv/KVr+Ctt97ChQsXtv2bgwcPYmZmBrfeeivuvvtuTExM4O6778YXv/hFfOMb3wjn5UcFRKIROMhyHiGd3t5eHD16lGbqZGdnU/819mDb5XLRAzA5ORn9/f1wOp1obGzcNwcXyZI5ePAg8vLywv78DoeDko7BYOBENk2cGex2O5qamvZNW4bcELDfK5fLhb/927/FX/7yF5w7d45XZ/DdEAzRVFZWwmq1Ynp6mlYwjz/+OE6dOoXl5eWwXXu0QCSaKALDMJiZmaGZOn/+85/R3t5OM3Xy8/Mp6ayvr0Oj0UCj0cBms0GpVKKyshJZWVn7orQn0QVCyZIhMeFkUz4Y2bTL5YJaraY3BPuFZNbW1tDd3e0RLud2u3Hvvffi7bffxptvvonCwsKIXV8wrbP3v//9UCgUeP311+nPfvOb3+D48eP0+ybiMoS5NCDCJyQSCUpLS/HlL38Zf/zjHzE9PY2Pfexj+PWvf42amhr81V/9FU6fPo2ZmRkkJyfD4XDgzTffRHp6OnJzczE5OYlz586hr68PKysrcDqdkf6TgsLCwgKGh4dRX18vCJIBAJlMhuzsbNTW1uL9738/Dh06ROcsf/jDHzA4OEhNKX3B5XKht7cXLpdrX1Uya2tr6OnpQWVlpQfJ/N3f/R3OnTuH119/PaIkAwBKpRLNzc04e/Ys/Znb7cbZs2c9Khw2jh49iomJCbjdbvqzsbEx5ObmiiTjA7xWNIHq0n/2s5/h4YcfxszMDCoqKvCd73xH1KT7AYZhsLKyQjN1/vCHP6CqqgoLCwu45ppr8N///d+QSqUeaiqNRkOdpolVSDQcbtGWJeNLNp2RkUH3deRyOZxOJ3p7e8EwDBobG/eNM/H6+jq6u7tRVlZG52dutxsPPvggXnrpJZw7dw5lZWURvspLeP7553HHHXfge9/7HlpbW3H69Gn89Kc/xcjICLKzs3H77bcjPz8fjz32GIBL5p+HDh3CHXfcgXvvvRfj4+O488478cUvfhFf//rXI/zXCA+8EU2guvR3330X73vf+/DYY4/h+uuvx7PPPovvfOc76O7uRm1tLR+XuC/BMAxefPFF3HbbbTh48CAGBwdRVVVFg9zY+yVsCS9xmiamn0K7K9sPWTK+ZNNkSTEmJgZNTU37oq0JXHI77+rqwoEDB2j0t9vtxje+8Q385Cc/wZtvvomqqqoIX6UnnnzySXpj3NDQgO9+97toa2sDAHzgAx9ASUkJnnnmGfr758+fx5e+9CX09vYiPz8fn/nMZ0TV2Q7gjWgC1aXfcsstMJvN+PWvf01/1t7ejoaGBpw5c4aPS9yXeOmll3DrrbfizJkz+OQnP4nV1VWPTJ2SkhKaqcPenCcSXo1Gg83NTaSmptIZQ6T3N/Zjlgxw6Y6/r68PTqcTLpdLcEarwWJzcxNdXV0oLi5GaWkpgEvv4be+9S384Ac/wJtvvomampoIX6WIcIIXoglmuFZUVISTJ0/i/vvvpz/7xje+gZdeeglqtZrrS9y3GBkZwczMDK655ppt/219fd0jUycnJ4dWOk1NTZR0LBYLvesmTtPElSDcm+lkM35tbS2qPL72gsPhQHd3N5RKJerq6jwUbHzJpsMBk8mEixcvUu884BLJnDp1Ck8++STeeOMN1NXVRfgqRYQbvDSD9Xo9XC7XtkFtdnY2RkZGfP6blZUVn7+/srLCxyXuWxw8eBAHDx70+d+Sk5Nx66234tZbb4XJZMJvfvMbvPjii7j++uuRmppK4w1aW1tRXFyM4uJi6jSt0WgwNjYGlUpFd3X4PvTJMN1sNuPIkSMRr6y4AjH9jI2NRV1dHaRSKWQyGQoLC1FYWOhBOtPT01HjNm02m9HV1YXCwkIPkvn3f/93fPe738Xvf/97kWSuUOyPqaOIgJGYmIiPfexj+NjHPoatrS387ne/w4svvoiPfvSjiI+Pxw033EAzdcgBaLfbaaUzMTGxLeOFSxCpr8PhQEtLi+BmRsHCbrejq6sL8fHxNA7cGwqFAnl5ecjLy6Oyaa1Wi+7ubsG6TROfuby8PA+S+Y//+A+cOnUKr732GpqbmyN8lSIiBV6IJiMjAzKZDBqNxuPnGo0GOTk5Pv9NTk5OQL8vgjvEx8fjxIkTOHHiBKxWK86ePYsXX3wRn/zkJyGTyWimznvf+14UFBSgoKCA3nWTcLH4+Hha6YTa6mFnyTQ3N+8bFZbNZkNXV5dfztIERDadnZ3t4QTR399P3aazsrJ85ryECxaLBV1dXcjJyUF5eTnd5frBD36Af/7nf8arr75Kh+oirkzwKgZobW3FE088AeBSG6SoqAj33HPPjmKAra0t/OpXv6I/6+zsRF1dnSgGiBAcDgfOnTuHF154AS+//DIcDgeuv/56nDhxAh/4wAdoK8vpdNJWDwkWI5VOUlJSQKSzW5ZMNMNqtaKrqwsqlQqHDh0KuRLxRzYdDlgsFly8eBGZmZmoqqqiJPPDH/4QX/3qV/HLX/4SH/jAB8JyLSKEC17lzYHo0t999128//3vx7e//W1cd911eO655/Doo4+K8maBwOl04p133qFBbiaTCcePH8eJEyfwoQ99iM5r2K0enU4HpVLpYYWzG+mQwzgpKcnvO/5oAPm7UlJSUFNTw/mMJVJu01arFRcvXkR6ejpNZmUYBj/5yU9w//334+WXX8aHPvQhXp5bRHSB14XNQHXpP/vZz/DQQw/Rhc1/+Zd/ERc2BQiXy4Xz58/TTB2DwYBrrrmGZuqQeY3L5YLRaIRGo/GwZcnOzqZu1AShZMkIGaStlJaWFra/Kxxu04Q8U1NTPf6uF154AXfffTd+9rOf4dprr+XkuUREP0SvMxEhwe124+LFi9T0c2lpySNThyxWut1uGI1GegBKJBJ6+CkUCvT09HCSJSMkkLZSRkYGveMPN/hwmyazJtIGJI/x8ssv47Of/Sx+8pOf4MYbb+T6TxERxRCJRgRncLvd+H/t3WlQVFfaB/B/G0JAQJSlWQzIogZXwAaxwZg4McEEkDgjRRIXlqiJSkyQiYmo4EwmCg4aU4pxgk6pqcKFsGgEYSSho5ZWMqjNlIgI6cFWkVUWacBeuO8Hq88rcRkb6ZXnV+UHu27juUXZT597zvk/FRUVrOhIJBK89tpriIyMRFhYWL+eOu3t7Sz0U6FQwMbGBt7e3rC3tzeJR2bd3d0oLy8Hn89naxf6Nhhp03K5HOXl5ezxpvo9hYWFiI2NxcGDB7XeP4YYnyFbaDTJYcvKysLBgwdx+fJlAIBAIMDmzZufmNs21HEch8rKSlZ0qqqq8Oqrr7KeOvb29igsLERNTQ3efPNN8Hg8NDU1QalUsp1U9vb2RrkZQH2exNnZ2WBnaA+upbW0tDzVtmn11mwrK6t+a2j/+te/sGjRIuzduxfvvPOOrm+FGIEhWWg0zWFbuHAhQkJCEBwcDAsLC6SnpyM/Px+VlZUskZY8HsdxuHbtGmtvUFFRAYFAgIqKCqxbtw5JSUlsIbmzs5MdEFXvpHJycmJb5g2duqW0q6sr2+pr6B58rNnc3PzIbdMKhQIXLlyApaVlv/M/ZWVliI6Oxu7du7F48WKjuF+ie0Oy0Giaw/Z7KpUKo0aNwq5du7BkyRJtD9ekqE+Kr127Fr6+vrh06RKEQiEiIyMxb968fj11urq6WPfQnp4eODg4gM/nw8HBwSCTptUZX+qT8cb4oftgL6Pm5mbI5XLY2dmhq6sLlpaW8Pf3Z0XmzJkzWLBgAXbs2IH4+Hid3q+myfBqhw8fxrvvvovIyEgUFBRof6AEwBAsNAPJYfu9u3fvgs/nIycnB+Hh4VocrenZu3cvEhMTkZubi9dffx03btxAXl4e8vLycO7cOQQEBLBGbmPGjOmXNK0uOjKZjLU3UG8m0Dd1kXkw48vYcRyH9vZ21p21r68P58+fh7W1NcaNG4elS5ciLS0NK1as0GmR0fSJhFpdXR1mzpwJLy8v2NnZUaHRIeNfddXQk3LYnjZX7bPPPoOrqyvmzJmjjSGaNA8PDxQXF+ONN94Aj8eDu7s7PvnkE/z888+QSqVYvHgxSktL4evri1mzZiEjIwM1NTWwsrKCt7c3hEIhhEIhRo4ciZs3b+Lnn3/GhQsXcPPmTcjlcr3cU2dnJ8rLyzFmzBiTKTLA/Zl+bW0trKys8Morr0AoFMLKygrfffcd3nnnHfD5fMjlcty4cUOn49q+fTuWLVuGuLg4TJw4EXv27MHw4cPxz3/+87HvUalUWLhwIf7yl7+Y1O/IWAy5QvOs0tLScPjwYeTn5+s8ydgUzJkzByEhIQ+9zuPx4OrqilWrVqG0tBT19fX44IMPcO7cOQQGBkIoFGLLli24cuUKhg8fDk9PTwQFBSEkJAQODg6or6/H6dOnUV5eDqlUit7eXp3cT0dHB+u7oo7ENwUqlQqXLl0Cj8eDn58fnnvuOVhZWeEPf/gDGhsbkZycjMTERJw4cQLe3t5ISkrSybjUGxIe/JI3bNgwzJkzB+fPn3/s+/7617+Cz+fj/fff18Uwye+YRoiUBgaSw6aWkZGBtLQ0lJaWUgqtFvF4PDg6OmL58uVYtmwZ2tracOzYMeTl5eHvf/87PD09WXuDyZMns6Tp3t5edk5HnTStjsLRRtK0uk3xgx0kTYG6rTTHcf2asV2+fBnz5s3Dn//8ZyQnJ4PH42HVqlW4c+cO2tradDK2gSTDnz17Fvv27YNYLNbBCMmjDLlC82B/cPUajbo/eEJCwmPft3XrVnz55ZcoKSlBQECAjkZLeDwe7OzsEBcXh7i4OHR0dOCHH35AXl4eXnvtNbi4uLCi4+/vD3d3d7i7u+PevXss9LOmpgY2Njb9Dio+q7a2Nly6dAnjxo3Te8/7waQ+C6VSqfoVmaqqKoSHh2PlypWsyKjZ2dnBzs5OX0N+ort372Lx4sXIysqCg4ODvoczZA25QgMAa9asQUxMDAICAlgOm0wmQ1xcHAA8lMOWnp6OlJQUZGdnw8PDg63lWFtbm0y3R2Nha2uLRYsWYdGiRejq6kJRURFyc3Px1ltvwd7envXUCQwMZEnTcrmcHVT87bffYGVlxaJwBvL7u3PnDsRiMcaPH48XX3xRC3epH+oio1AoMG3aNBbMee3aNYSHhyM+Ph6bNm3S6246TZ9I/Pbbb6irq0NERAR7ra+vDwBgZmaG6upqeHt7a3fQZOjtOlPTJIfNw8MD169ff+hnpKamYtOmTTocNXmc7u5ulJSUIDc3F4WFhbCysmI9dYRCIfvQVCgU/Q4qWlpa9is6/+tDtLW1FRUVFfDx8YGrq6subk0n1E3menp6IBAI2E4+iUSCuXPnIioqCtu2bTOI1AZNkuF7e3tRW1vb77UNGzbg7t27+PrrrzF+/HiT6XVkyIZsoSGmq7e3F6WlpcjNzcXx48dhZmaGiIgIzJ8/HzNnzmQfokqlEq2trWhsbERLSwvMzc3Zms6jIllaWlrwn//8BxMmTICLi4s+bk0r+vr6cPnyZchkMggEAvbBe/36dcydOxfh4eHYuXOnQRQZQPNk+N+LjY1Fe3s7bW/WoSH56IyYNgsLC4SHhyM8PBwKhQJlZWX4/vvvER8fD5VKhfDwcERGRuLVV19lTcVUKhVaW1tZJ0szMzM207G1tWVFZtKkSSbVjE8dFdTV1dWvk+mtW7cQFhaG0NBQgyoywP3eVc3NzUhJSWFPJIqLi9kGAalUalDjJTSjIUOIUqnEmTNnWE8dmUyGsLAwREZG9uup09fXx4qOOpJFqVSyLcym8iGmLjKdnZ0QCASskV1DQwPmzp2L4OBg7Nu3zyiif4hhM43/MSYmMzMTHh4esLCwQFBQEH799denet/hw4fB4/H6JR6Q/2dmZobZs2cjMzMTUqkUP/zwAxwdHfHpp5/C09MTsbGxyM/PR09PDxwdHTFp0iTI5XIolUrY29vj5s2bOH36NK5cuYKWlha2qGyMOI5DVVUVOjo6+hWZpqYmhIWFITAwEHv37qUiQwYFzWgMDMVr6F5fXx/+/e9/s6Tp27dv44033oCrqyv27duHY8eO4eWXX2aRLOooHJVKBUdHRzg5ObHwSWPAcRyuXr2K1tZWBAQEsIPHLS0tCAsLw0svvYRDhw4ZRLQPMQ1UaAzMQAI/VSoVZs2ahfj4eJw5c4YWOp9BX18fxGIxUlNTcfLkSYwdOxZjx45lPXXU7ajV4ZPqpGmFQsESjw05aZrjOFRXV6O5uRkBAQHscWFbWxvCw8Ph7u6OnJwc2olFBhU9OjMgFK+hf8OGDYNYLIZIJEJxcTFycnIgEAiwc+dOeHh44I9//CMOHDiA1tZW2NraYvz48Zg5cyabGdTW1kIkEqGiogINDQ1QKpX6viWG4zjU1NSgqakJAoGAFZmOjg68/fbbcHFxwdGjR6nIkEFHu84MCMVr6J9SqUR2djZOnDiBV155BQAwZcoUbNq0CdXV1cjNzcXevXuxevVqvPzyy6y9gXpL9NixY9HV1YWmpiZIJBJUVlbCzs4OTk5OcHR01NvjKI7jUFtbi9u3byMwMBDDhw8HcP/k/J/+9CeMHDkSubm5bK2GkMFEhcaIUbzG4DMzM8OpU6ceOkPD4/Hg4+OD9evXIzk5GRKJBLm5uTh06BCSkpIQHByMefPmITIyEq6urqw1tUwmQ1NTE6RSKa5cuQI7OzsWhaPLmYNEIkF9fT0CAgJYkZHJZIiKioK5uTkKCgq0kgdHCEBrNAZF0145YrEY/v7+/dYD1Duhhg0bRvEaOsBxHKRSKeupc/78eQQGBrIoHHd3d1a0uru7WehnZ2cnRo0axYqONmcSEokEUqkUAQEBLHKnp6cHUVFRkMvlOHnyJGxsbLT27xNChcbAULyG8eI4DvX19cjPz0deXh7OnDmDqVOn4u2330ZkZCS8vb1Z0VEnTTc2NqKjowO2tras6AzmzKKurg51dXUQCASsmPT29uLdd99FR0cHSkpKYGtrO2j/HiGPQoXGwFC8hmngOA5NTU0oKChAXl4eysrK4OPjw4qOj48PKzr37t1jM522tjbY2NiwKBz1Y66BuH79OiQSCQQCAUaMGAHg/qx50aJFuH37NkpLSzFq1KhBuV9CnoTWaAwMxWuYBh6PBycnJ3zwwQdYvnw57ty5w3rqbN26FV5eXqy9waRJk+Dm5gY3NzeWNN3Y2Ija2lpYW1uzKBxN2htIpVJIJBJMmzaNFRmFQoHY2FjcuHEDP/30ExUZojM0oyFEx9rb21lPnZKSEowePZoVHT8/P/ZFQqFQsPYGra2tsLS0ZDOdJyVN37x5EzU1NfD398fIkSMB3N9Nt3TpUlRWVqKsrOyJh38JGWxUaAjRo7t377KeOidPnoSDgwNLmg4MDGRFR6lUoqWlhSVNW1hYsDWdB5Omb926herqakybNo0VGZVKhRUrVqC8vBwikcikQkGJcaBCQ4iB6O7uRnFxMeupY21tzXavCYVCtrtQpVKxnjrNzc14/vnnwefz8dxzz+H69evw9/dnHS9VKhVWr16Ns2fPoqysTOeN2jIzM1nfJ19fX+zcuRPTp09/5LVZWVk4ePAgLl++DAAQCATYvHnzY68nxoMKDSEGqLe3F6dOnUJeXh6OHTsGc3NzNtMJCQlhBz9VKhXu3LmDuro6tLe3s9e7u7sxZ84crF27FqdOnYJIJMKYMWN0eg+a5vYtXLgQISEhCA4OhoWFBdLT05Gfn4/KykqMHj1ap2Mng4wjREO7du3ixowZw73wwgvc9OnTuV9++eWJ17e1tXErV67knJ2dOXNzc27cuHFcYWGhjkZr/O7du8cVFxdzy5Yt4xwdHTl7e3suJiaGy8/P59ra2rhdu3Zx0dHRXF1dHSeVSrnt27dztra2nK2tLWdtbc3t37+fk8vlOh/39OnTuVWrVrG/q1QqztXVlduyZctTvV+pVHI2NjbcgQMHtDVEoiO0fYlo5MiRI1izZg1SU1Nx8eJF+Pr6IjQ0FE1NTY+8Xi6X4/XXX0ddXR2+//57VFdXIysri76hasDc3ByhoaH49ttvUV9fj6NHj2L48OFYuXIlvLy8kJSUBE9PT9jY2MDe3h7Lli1DbGwsnJ2dERkZiXXr1sHZ2Rnx8fHo7e3VyZgHmtv3oO7ubigUCvYYkBgxfVc6Ylw0/Zb6zTffcF5eXnr5Rm3qjh07xllYWHARERGcm5sbN2LECC4qKoqbP38+x+fzucrKSo7j7v+Ozp49y3355Zc6G9utW7c4ANy5c+f6vf7pp59y06dPf6qfsWLFCs7Ly4vr6enRxhCJDtGMhjy1gXxLPX78OIRCIVatWgUnJydMnjwZmzdvhkql0tWwTZJIJMJ7772H7777DsePH0ddXR1KSkrg6OiIoqIi5OfnY+LEiQDu/45CQkKQnJys51E/vbS0NBw+fBj5+fmsXw4xXnRgkzy1gaRLSyQS/PTTT1i4cCGKiopQW1uLlStXQqFQIDU1VRfDNkkTJ07EoUOHEBERAeB+MZkxYwZmzJiBnTt36v1Qr7onT2NjY7/XGxsb/+f26oyMDKSlpaG0tBRTp07V5jCJjtCMhmhVX18f+Hw+vv32WwgEAkRHR2P9+vXYs2ePvodm1Ph8Pisyv6fvIgPcX1cSCAT48ccf2Wt9fX348ccfIRQKH/u+rVu34osvvkBxcTECAgJ0MVSiAzSjIU9tIN9SXVxc8Pzzz/dLmJ4wYQIaGhogl8sp9NOErVmzBjExMQgICGC5fTKZDHFxcQDwUG5feno6UlJSkJ2dDQ8PDzQ0NAAArK2tWeo0MU76/+pDjMZAvqWGhISgtraWtS8AgGvXrsHFxYWKjImLjo5GRkYGUlJS4OfnB7FY/FBu3+3bt9n133zzDeRyORYsWAAXFxf2JyMjQ1+3QAYJHdgkGtE0XfrGjRuYNGkSYmJi8NFHH6Gmpgbx8fFYvXo11q9fr+e7IYToAj06IxrRNF3azc0NJSUlSExMxNSpUzF69Gh8/PHH+Oyzz/R1C4QQHaMZDSGEEK2iNRpCCCFaRYWGEEKIVlGhISYnMzMTHh4esLCwQFBQEH799dcnXr9jxw689NJLsLS0hJubGxITE3WWCUbIUECFhpgUTUM/s7Oz8fnnnyM1NRVVVVXYt28fjhw5YlRxLYQYOtoMQExKUFAQAgMDsWvXLgD3z/m4ubnho48+wueff/7Q9QkJCaiqqup3NigpKQm//PILzp49q7NxE2LKaEZDTMZAQj+Dg4Nx4cIF9nhNIpGgqKgIb731lk7GTMhQQOdoiMkYSOjne++9h5aWFsycORMcx0GpVOLDDz+kR2eEDCKa0ZAhTSQSYfPmzdi9ezcuXryIvLw8FBYW4osvvtD30AgxGTSjISZjIKGfGzduxOLFi7F06VIAwJQpUyCTybB8+XKsX7/eIJKQCTF29L+ImIyBhH52d3c/VEzUSdO0T4aQwUEzGmJSNI2mj4iIwPbt2+Hv74+goCDU1tZi48aNiIiI6NfagBAycDSjISZF02j6DRs2ICkpCRs2bMDEiRPx/vvvIzQ0FP/4xz/0dQt6oekh15ycHPj4+MDCwgJTpkxBUVGRjkZKjBGdoyFkiDty5AiWLFmCPXv2ICgoCDt27EBOTg6qq6vB5/Mfuv7cuXOYNWsWtmzZgvDwcGRnZyM9PR0XL17E5MmT9XAHxNBRoSFkiNP0kGt0dDRkMhlOnDjBXpsxYwb8/PyoRTd5JHp0RsgQNpBDrufPn+93PQCEhoY+9npCqNAQMoQ96ZBrQ0PDI9/T0NCg0fWEUKEhRMdOnz6NiIgIuLq6gsfjoaCg4H++RyQSYdq0aXjhhRcwduxY7N+/X+vjJGSwUKEhRMdkMhl8fX2RmZn5VNf/97//RVhYGGbPng2xWIxPPvkES5cuRUlJyTOPZSCHXJ2dnTW6nhAqNITo2Jtvvom//e1vmD9//lNdv2fPHnh6emLbtm2YMGECEhISsGDBAnz11VfPPJaBHHIVCoX9rgeAU6dOPfZ6QqjQEGLgtL34vmbNGmRlZeHAgQOoqqrCihUrHjrkum7dOnb9xx9/jOLiYmzbtg1Xr17Fpk2bUF5ejoSEhEEZDzE9lAxAiIF73OJ7Z2cnenp6YGlp+Uw/Pzo6Gs3NzUhJSUFDQwP8/PweOuT6YExPcHAwsrOzsWHDBiQnJ2PcuHEoKCigMzTksajQEEKQkJDw2BmJSCR66LWoqChERUVpeVTEVNCjM0IM3OMW30eMGPHMsxlCdIEKDSEGjhbfibGjQkOIjnV1dUEsFkMsFgO4v31ZLBZDKpUCANatW4clS5aw6z/88ENIJBKsXbsWV69exe7du3H06FEkJibqY/iEaIyyzgjRMZFIhNmzZz/0ekxMDPbv34/Y2FjU1dX1WxsRiURITEzElStX8OKLL2Ljxo2IjY3V3aAJeQZUaAghhGgVPTojhBCiVVRoCCGEaBUVGkIIIVpFhYYQQohWUaEhhBCiVVRoCCGEaBUVGkIIIVpFhYYQQohWUaEhhBCiVVRoCCGEaBUVGkIIIVr1f7VAbQCF4YhfAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111,projection='3d')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5262a3d3-f797-4bb0-a7d8-cdc4f0219d7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MI\\AppData\\Local\\Temp\\ipykernel_15388\\3839842828.py:2: MatplotlibDeprecationWarning: Calling gca() with keyword arguments was deprecated in Matplotlib 3.4. Starting two minor releases later, gca() will take no keyword arguments. The gca() function should only be used to get the current axes, or if no axes exist, create new axes with default keyword arguments. To create a new axes with non-default arguments, use plt.axes() or plt.subplot().\n",
      "  ax = fig.gca(projection='3d')\n"
     ]
    },
    {
     "data": {
      "image/png": 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9+9k5jUSDZhjMm11rkYnBgdeGaViGxjBt9sDq8oV9XkF6CqrzVKjJU6FGff7vPBXUafL4Fq2sNKCkCMCFNJLJZFq3m6dpOqYUH0VRUKVIoUqRoiQr+qYKr59myYcQERstOdb+nZsWWkFBqOFSoSwRCPFwIx7RBG57QySabYJQszHksZGRkbim7zfC6uoqgDWSS5TLptdPY9roxLg+MOU1ZXTC7QtWJXAAWEsVlWYrWCKpzlOhNk+FarUKGYrEX9rcNFLwbt7n80Gj0QQ0FiSylVoulSAvPQV56fy/m0SpGAhliRBsAkfTNGQyGZRKpUg82wQi0WwDBFssUxTF1kmIxXIi6iQMw7BKAgDQ1NQkGMnQDIP+RSteHTfh5VEjhpdt8IcJAORSClXqtchE7jRgf30pWirzUaVWIVWWHMOXwbv5V199FfX19fB6vQFy/1ziUalUSbFAbpZcTqyWCMHEMzs7C5vNhh07dojuo9sEItEkObizMWQ4bmpqCmNjY6isrMTExERCIgyPx4O+vj6srq7iwIEDOHv2bNyzIU6PHycnjHhpRI8Xh3XrailpKVI2MqlRr0UnNXkqlGYrIJWsLRynTp1CY10WcnPT4zqXzYBKpUJmZibKy8sjqi5z7RC2AptFNMGI1RKBYRiWWET30e0BkWiSFKFmYzweD3p7e2G323Hw4EGoVCpMTEwIvlCYzWZoNBpkZGSwSgKxWgUsWVx4cUSPl0b0ODVhDEiDKWUU2quzcaQxHx3V2SjMSN3wfWzXBSNYddnv97N2CMHil+TPZnXzEbHVrUa0lggymQwpKSlwOp2sMnWw7bXb7RbdR5MIItEkIULNxhgMBvT29iInJwednZ2Qy+Ws9hQhIiGOS6Kl+vp6VFZWBhiORUM0NM2gb3EVLw6vRS2DS7aAn5dkpWJXNo3mHAa78uVw2fVQOu2wLOZA6s5dJ3kS7jy3AyItZlxzNyBQ/HJ2dhYDAwMRpWCExFZFNBshnCUCUSw4ffp0SEsEgnDuo6S5QHQf3TyIRJNkCCUjMzo6iunpaezYsQNlZWXsTcFtO44XJFqy2Ww4ePAgq+pLEIloHB4/Tk4Y8OKwHi+P6ANSYhQF7C3LwpGGPOwrlME6N4KCggLU19ez505y9BMTE7Db7cjIyGAlYYLVl7fLgsCXDIPFL0ltJ1gKhks8QqlSJyvRBIModxNlgurq6rCWCNyoMNiLh2QKRPfRzYNINEkCcgOQrjKJRAKn0wmtVgu/34+Ojg6kpwfWJYQiGpPJBI1Gw4puhto5B3vSLFpca1HLiA6vTZrg4aTEVClSXFqnxpHGPFxWn4cclfy85toYdu7cibKyMpZMZTIZ8vPz2Y45t9sNk8kEo9GIwcFBeL1eth02Nzd32zhsxgu5XL5OCoYQD3cinzvDE2tUu12IhoCmaTYiCWeJMDc3h8HBwXWWCKGIR3QfTTxEokkChEqVLS8vo6+vD8XFxdixY0fI3Su5MWIlGoZhMDExgYmJCTQ0NKCioiL8gkNR6Fu04VyXES+O6DAUlBIrzVbgisZ8HGnMw8HKHKSc7wZzu904e/YsnE5ngOZaJMmToqIiFBUVhVRf9vl8mJqagsvlSqrOrVAQ8ryCPxfuDM/CwgJ8Pl9A0TwjIyPq429Hogm1+EdjiaBSqQKIJ9gSQSSexEAkmi1GsMUyTdMYHBzE4uIimpubUVRUFPH5sRKN2+1GT08PHA4H2traQk6wMwyDV8cMeKZ/Bc/1+7DqGeYcdy0lRsilLj9t3WJlNBqh1WqRk5ODffv2rVP93Qih5jBee+01KJVKtjjMFcHMzc3dVDmcrQJFUesm8oPnUwCsaxMORyZcUc3tgGhrkqEsEQjxRLJECEc8gOg+GitEotkiBM/GSCQS2Gw2aLVayGQyHD58OKp2V1LH4QODwYCenp6AxgIuaJrBs4Mr+PErkwGRi0ouwZsa8nCkIQ9vqs9DblrotmqGYTA5OYnx8fG47AmCQXxPCgoKkJ+fH2BbTNQRVCoVW9/JycnZMlvnzUzvhZpPId1aBoMB4+PjAc0Hubm5UCgUAWKpFyPRBEMulwekaaO1RAgmHtF9lD9EotkCkII/NxKZnZ3F8PAwb2dKEgVFA4ZhMD4+jsnJyZAE4PPT+Hv/Mh56ZQrjOjuAtXrLO/YWo8i3jGvaGlFaHDnC4jYVhIuU4gVZxINz9Nwd6/j4eEQtsosZFEWtaxMmrdRLS0sYGRkJKJpfrBHNRghliUAEQiNZIojuo/whEs0mgnthkpuFyO2bzeaY5PajJRq32w2tVguXy4VDhw4hMzOT/ZnXT+Mv2kX89NUpTBvXxBgzFDK871A53t9ejhxVCk6eNEImiXzDkPmbzMzMsE0F8SLSTRu8Y3W73TAajawWGWksIBEPnzqG0Oe6mSBDj6RTy+/3s4RM9Md6enqgVqtZ8klUK7UQEIpogsGtgwHhLRFCKVMDovtoJIhEs0kIVfA3m83QarXIyMiIWUMsmhqNwWCAVquFWq1Ga2srm05ye/34U/cifnZiCguWtcnqbJUct7ZX4D1tZchUXlhsIrU3c6Vq6urqUFVVldCbKdq0VGpqaoAWGWksMBqNbB2Dm04Syl0z2SGVSgOK5i+88AIqKirgcDgwOTmJvr4+pKens59LVlbWlqUgQ2GzBkzjsUQg50mIR6fTwWw2o6am5g3pPpo8V89FjODZGABst1fwYCRfRKrR0DSN8fFxTE1NYefOnSgtLQVFUXB6/Pj9uXn84l/TWLG6AQB56Sn4UGclbj5QirTU9ZdFOKLxer1sRHbgwAF2ADFRiPVzCtVYQNw1gxsLSMQTT2PBdmvBVqvVKCsrA7CW/ozUSp2ZmbmlKcitSvXFY4ng9Xqxurq6rsbzRrFEEIkmgQglI+N2u9Hb2wun0ylIDSNc6szlckGr1QZYOdvcPjx2Zg6/OjUNo30tp1yUmYrbLqnCO1tLoJCHXzxCEQ0R9lSpVAlTdQ4FIRZxbh2DSMJEmszfysaCRIJ8ltzFLSUlJcBVk7ugklbq4AV1MwvgiUqd8QFfSwSv18tK5QBvPBO4i+/OSRKESpXp9Xr09vZCrVava/eNFaGIRqfToaenB/n5+di/fz/sXgY/emkCj7w2A4tzrcutLEeJj11Shev2FrMzL9Eeh2EYzM3NYWhoKGYDtHgik0SA21hQW1vLNhYYjcZ1jQUknbTRYrcdFohQRBOM4J188GwTwzABhByplVoIJAPRBGMjSwSj0QiGYdh2f64XD7Ax8Wg0GlRWVrJR53aDSDQJQPBsDMMwGB4exuzsLHbt2oWSkhLBbkRujYamaYyOjmJmZga7du2CMjsfP3hpCv93ZhZ29xrhVeep8PFLq3BNSxHk0uhvVhLR+Hw+DAwMQK/Xx9S8IAQ2Iy0V3FjAHZDs7++Pa0AymUA+y2gX7lALKlFcNhqNrOJysCq1kJ9NMhJNMIJbzsfHx2G325GdnR3REiEU8bjdbtx9993493//d7z//e/fyrcVM0SiERAMw8Dj8WB8fBzl5eWQy+WsjAxN0yFlZOIFITJyHJ/Ph7qW/fiNRo/fnR2G07tGQg0Fabj9smoc21XISu7zAUVRcLlceO211yCXy9HZ2QmFInoHSKGwVYt5sMmZw+FgO9qmpqZYrxlS3xFCf24zEE1EEwmhpP5J7Wt5eRkjIyOs8CX5E+91sx2IJhgMw0ChUKCiooKXJQJJn9nt9rjXjvvvvx9PPPEEhoaGoFQq0dnZiW9961tobGyM+LzHH38cX/rSlzA1NYX6+np861vfwtVXX83r2CLRCARisezz+TA6OorS0lIsLi5iYGAApaWlaGxsTMjNIZFIYLFYMDQ0hNSsPBzXp+CPP9Ow2mNNJRn498uqcUVDPiQxEAyB2+3G5OQkqqqqeM35hEM8hLHVhXburj7Ya4YsrgAwPj6O/Pz8TZX854t4iSYYXMVl0krNHaodGhqCQqFgCZnIwPDBdiQav98f0EARrSUCqbMCiJtoXn75ZXziE5/AwYMH4fP58IUvfAFvectb2HpkKJw8eRK33HIL7r//frztbW/DY489huuuuw5dXV1obm6O+tgUs9V37TZHsMUyADz77LMoKiqCwWBAS0sLOxAmNGiaxquvvgq32w3k1eC+Fxags65dlPvKs/Dvl1Xj0jp1XIuI3+/H4OAg5ufnUVJSgpaWFkHOnaQX+S4YGo0GBQUFKCkpEeQ8EgG/34+XX34ZJSUlsFqtsFqtbGNBbm4uO3GeDPB4PDhx4gQuv/zyTVm8ufpjJpMJNpuNbaXmTuNHwosvvoj29vYtM4qLBQMDA1Aqlaiuro7q94klwiOPPII//vGP6Ovrg1qtxrFjx3DkyBEcPXoUFRUVcZ2TTqdDQUEBXn75ZbzpTW8K+Ts33XQT7HY7nnrqKfax9vZ27N27Fw899FDUx0qOq32bIrjgT1EUrFYrAMDhcODw4cMJSy85HI7zux0v+t25+MVT0/D6GdTlp+FL1zTiUFVO3LtUu90OjUYDiUSC/Pz8sLuezUay743IzrWyshJKpTJA8p87cc61QtiqHbrQEc1GCNYf47ZScz+bcGoONE0njVEbH9A0zaslnNS5Pv3pT+NTn/oUSkpK8PWvfx3T09P4+c9/jhMnTuAXv/hFXOdksVgAgFXWCIVTp07hrrvuCnjs2LFjePLJJ3kdSySaGBFqNmZmZgYjIyOQSCRoampKGMksLy+jt7cXuflF+NWADy/PmAEAVzUV4JvX7go5B8MXS0tL6OvrY9N+fX19gi3wDMNgYWEBTqcTarUa6enpUS9027HgHiz5TxoLjEbjOuXl3NxcXp9HvNjqWlJwKzW36YKoOZAZntzcXKhUKgDRNy8kC7jrBF+QmuDRo0dRU1PDPhYPaJrGnXfeicOHD0dMgS0tLbHfDUFhYSGWlpZ4HU8kGp4INRtDhhZXV1exf/9+aLXahOy6aZrG8PAw5ufnkVtej6+9uISBRTckFPAfb67HhzojyPzHcIyWlhb2IovVyjkY3K619PR0TE9Ps7s30l68EUEne0RDEO67CG4s4LbBTk1NJbxriwsiqJksBB782XBneObm5lhinJ+f571J2UoE12j4wOFwgGGYgBpNvO/5E5/4BPr6+nDixIm4XidaiETDA6FmY0wmE3p6elh9L+JvQX5HKDgcDmg0mrXjFu/C7X8ehdnpRWaqBPdckocbD1fGfQyn0wmNRgOGYdDZ2cnuHoHY7Qi4sNvt6O7uhlwux6FDh1jv9tXVVRiNRtYlkRSLST2Dq7u1HRYVPghugw3VtcUVwMzNzRV0MDaZlZtDDUUSkz6LxYLp6Wm224/bqZWM7yceorHb1wRuhepYveOOO/DUU0/hlVde2XAup6ioCMvLywGPLS8vb2hfEgyRaKIEGaTidrwQJeRg0zCpVCpoSoKksYqLi3HCoMT3Hh8AzQDNJZn4VKsChRnxLzwrKyvo7e1FUVFRSKO1WOwIuCDvoby8HPX19WzqkSv4CKxFPFwLYzIoSeoZ28FhM57zC9W1xRXAJB1C3K6teBoLkplogkF8eABgz549YTu1gu0QkgF8azRc2O12yGSyuDsXGYbBJz/5Sfz5z3/GSy+9FFVjQkdHB44fP44777yTfey5555DR0cHr2OLRLMBQlksEyVkj8ezTgkZ4CfdHwl+vx/Dw8NYWFhAdcNOfO+kHs8OTgAAbthXgq9c04jJ8dG4FjbukGdTU1PYbq5YU2c0TWNkZARzc3MBqbhwn0+wtTO3njE/Pw+v1wunc01hejOm0OOBEOcVLIAZqrEgHkvn7UQ0QGBrM5eUiYwQsUPgRsfciGezZJKCEU+Nhhi0xVuX+sQnPoHHHnsMf/nLX5CRkcHWWbKyslgCf//734/S0lLcf//9AIBPf/rTuOyyy/Cd73wH11xzDX73u9/h7Nmz+OlPf8rr2CLRRECoVJlOp0Nvby8KCgqwf//+kLtJIYiG2/FV3LgXdzw5ggm9A3IphS9d3Yh37S9lJSqIFwZfED00r9e74TBpLEQT/PqxdK0F5+zJZ0IMvWQyGbu7fyM4bAY3FgQLO/r9fmRnZ7OfyUY1jO1MNMHgmrsBoa2cQzlqbgbiSZ3ZbDZBOj5//OMfAwAuv/zygMd/9atf4dZbbwWw1tDE/Xw7Ozvx2GOP4d5778UXvvAF1NfX48knn+Q1QwOIRBMSwbMxZJEdGhrC/Pw8KyMTDlKpNK4azeLiIptmmvbn4BO/6YXd7UdhZip+8K7d2Ft+QYgzVlLT6/Xo6elBXl5eWMLkgm+NhlgT5OXl4cCBA4Ko/VIUBblcjszMTHa62mKxsNHO4OBgUsyrbGZqL5yls9FoxOTkZEBjAbFCCD7Xi4VoghHKypmbliWOmlz9ukSpUsdboxGCaKK5Ll966aV1j91444248cYb4zq2SDRBCLZYpiiKnVkBsK5IHgqxLv5kOHJ5eRnNLbvx2z4rfvJqLwCgrSob372xBXnpgTt2vgTAddnkWgdshGgjJ66N844dO1BWVhby9YVQBuAuokD4tBJpLNhsleHNBp/GAm7N62IlmmAER4PEUZO0UnP9ZYgdghDXC9m4xps6207fUzBEouGAOxtD0lLz8/MYGBhAeXk5GhoaorpYYiEam80GjUYDmUyGXfsO4otPjeFf40YAwK0dFfiPN9eFFMHkU6R3u93o6emB0+kMWVuKhGhSZ16vF729vVhdXU2YjfNGDpvBaSWiRzY7O8uqDJNFNtEdSlu9MERqLCCpJIVCAZ/PB71en1SKBeEg5LAm11EzVCs1SUPGK5xK1oKtjmi2Esl9VW0SQlks+/1+9PX1Qa/XY+/evWxxOhrwTZ0RMquoqACTWYz3/LoH82YXFHIJvnHtLrytJXwrYbSkRtpCc3JyYrIo2IhouN40pM07UYiWWJVKJUpLS9nW2OAOJblcHlDf2apC8WYhuLHA4/Fgbm4Oc3Nz6xoLcnNzBdvRC4lE6ZyFaqXmzjcRR1Zu/SvajQpZC0SieQMjVMF/dXUVWq2WVTjl2yIZ7eLv8/kwODiIlZUV7N27F8rMHPzb/76GebMLFblK/PCm3dhRlBHXsRiGwdTUFMbGxta1YfNBpBTd3NwcBgcHUV1djdra2qhef7P9aLhGZ5WVlazYo9FoxMzMDAYGBpCenh7QNhzrwpDs7dcEKSkpyMrKgk6nw6FDh9gdPal50TQdoFiQDOmbzXLXDJWGJGrLer1+XSs1GawNBe7aEguIHtx2xhuaaELJyExPT2N0dDRmQy8gOqKxWq3QarWQy+WsJtqX/zqIebMLpdkKPH5bG7JVG3fERCIAj8eD3t5eWK3WuFNZoSIabk1p3759bNE10RBiIecanQEXNLeMRiOGhobg8XgCFtnt6jezEbg1mlCNBST1yG0sIGS8FaKWW6XcHEptmahSk1Zq7mAtV7GbzNDEev04HA6RaLYjQs3GkPqC1WrFgQMH2AJzLIikDMAwDNshVVlZyUruvzpmwO/PzQMAvnndrqhIhhwr1MJrNpuh0WiQkZGBw4cPx93GGXwcolRAURQ6OztjWnRijawSAa7mFsnXG41GNuIBECCTE8373Q7EFK4ZgLujJx1+wTMqqampLOls1oxKslgEBDeihBqsValUbMt9PNeCmDrbhgiVKjMajejp6UF2drYgi7JUKmW71rjg6nxxI4BVpxdf/MsAAOB9h8rRXh1eTTUYwdETwzCsuGddXR2qqqoEWfC4EQ1RESguLsaOHTs2/cZPdGqKm68vKysL271FSCcnJyfgmtkuqTMg+vZmroJDdXU1fD4fm3okjQVE7p+0CieisSBZiCYYoQZrCfHMz8/D5/Ph9ddfDxisjfbzsdlsm5YtSBTeUEQTymJ5bGwMU1NTaGxsRHl5uSCLcqjUmdVqhUajQWpq6rq6zzf+MYLlVTeq1CrcfWVdzMfy+Xzo6+uDyWSKOyoLBknRjYyMYHp6OqKKQCKxFVFCcPcWdxBwcnISfX19rEwOqWVsF8Ra85DJZOsaC0jhfHh4GG63m20tF7JVOFmJJhhcK3C1Wo2RkRGUl5ev+3yiUXSw2+1R+9gkK94QRBM8GyORSNipdZ/Ph/b2dmRkRC668wE3dcYwDObm5jA0NMS6U3Jv7OeHVvCkdhESCrj/ul1QpvArQBMCIF1fSqUShw8fFjyNQYrnLpdL8M+LL7Y6YggeBHS73Wwto7+/n73O5ubmkJeXl9QKw0LN0QTL/XNby4nqMrdjK9bGgu1CNFz4/X7IZDK2lRoIVHQgVhFkhodYRZD36XQ6N5zdiwavvPIKHnjgAZw7dw6Li4v485//jOuuuy7s77/00ks4cuTIuscXFxdFUc1gkLSHTCZj1YJXVlbQ19eHwsJC7Ny5U/BpYCKqyY0wWltb2d0fgdHuwZf/OgQA+GBnJVorsnkfi6IoeL1enD59mlfXFx+QSWqKotDR0bGlsxbJuGCnpqYGyOSsrq7i3LlzsFgsrKQHt406WYQegcQpAwS3lpOOLaPRiImJiYDPhE9jwXYlmuA1JrjxwuFwsMRDaoITExNYWFiAy+UShGjsdjv27NmDD33oQ7j++uujft7w8HDAzF0sjsEXLdFwZ2NOnjyJffv2ITMzE0NDQ1hYWEBzczNvVo4WEokEHo8HJ0+eZFukQ2lw3ff0MAx2D+ry0/DpIzW8j+Pz+TA1NQWPx4ODBw+uI7J4wa33FBYWsiqyW42tjmgigdR3AKC5uZltlycmZ8PDw1AqlQGL7FZ+ppuhDEBRFDIyMpCRkRHQWBBsDcGVDgoXkW9Hd82N5GcoikJaWhrS0tJQVlbGEvPc3BxefPFFdHd34/Tp03jllVdwxRVX4OjRo6itreV9Hm9961vx1re+lffzCgoKWHX1WLH1q0YCEFzwl0qlsNvt6O/vh1QqjUpGJp5jG41GWCwW1NfXh22R/nvfEv7RvwyphMK3rm9CqpxfVEWUBIj+l9AkE1zvcbvdmJycFOS1yWyPXq8PqGskcv5mq8AtotfU1LA2CEajcZ0NwlYMSW6FBE0oawhS85qammLnRkLNNG3HiIavRQAh5ne/+91497vfjUOHDuF973sffD4ffvvb3+KJJ57AM888k8AzDsTevXvhdrvR3NyM//qv/8Lhw4d5v8ZFRzShZmNomsbAwAAqKytRX1+fsAuVOG0ajUaoVKqwuw6d1Y2vPjUMAPjYpVVoLoleCgYAFhYW0N/fj8rKShQVFeHMmTNxnzsXNpsN3d3dbONCamoqlpeXBXPY7O3thcViQUlJCVtQ5861cGcQQiGZIxouQi3goWwQSC2jt7c3oJZBrIsTSQTJoHUWXPPizjSRwjmpXzidzi2Z34kH8do4O51OHDx4EFdeeSW+9KUvbdr1X1xcjIceeojdaP785z/H5ZdfjtOnT6O1tZXXa100RBPKYtnn86G/vx8ejwc1NTWor69P2PEtFgs0Gg3S0tKwc+dOTExMhD3PL/9tEGanFzuL0nH7m6LvJvH7/RgaGsLS0hL27NmDgoIC2Gw2QS88ohzNnfEBhLE+IASmUCjQ3t4e8LqkVZbMIJAdbbCq7lYvikJDoVCgpKSEzdWTWkawDUI0BBwLkoFoghFqponULwwGA4C1Oa54Gws2C/EoNwNrtRUhbZyjRWNjIxobG9n/d3Z2Ynx8HN/97nfxm9/8htdrXRREE2o2xmKxQKvVIi0tDVlZWQlNlRE1gdraWlRXV8NoNIZdlP+iXcQLw3rIpRS+dX0zUmTR7XQcDge6u7shkUgCBiSFMlmjaRrDw8OYn59nSYyLWI3PCJaWltDb28tGlQzDwOPxAAgcfqutrYXX62WHJQcHB+H1epGVlQW1Wg2Px5MUdaJIiPVzCq5lkE6/cO6aOTk5cTeyJCPRcBGsQdbX1we5XA6lUhlAxsnoqkkQj7smsJ5othJtbW04ceIE7+cl9x0bBYJnYwCwMvVkYLGrqysuf5hw8Hg86Ovrw+rqasDcSjhRzSWLC1//xwgA4I7La9BYGN3FQ2yQS0tL0djYGBCGk3mgeBYMl8sFjUYDv98ftn4Vj8Pm6OgoZmdnsXv3brb9NdJryeXygB2tw+FgicdoNIKiKPh8Pnanf7GanXHTiYSASUppZGQkIKUUqw1CshNNMBiGgVKpREVFRYAnUbCrJpeMN8vcLBxIe3MsoGk6qSRoNBoNiouLeT9v2xINdzaGdKJ4PB709PTA4XDg4MGDbLExXiOyUOBKvASrFYeLMn55chpWlw+7SzPxkcOVGx6DG2WE65Lj1qFi2TURg7KCgoKIrd58fW+ANSLWaDTweDxob2+P6WbhduSUl5djdHQUTqcTCoWCFfMku3zSsZQo8yq+EHoBD2eDQFKOANaZnG10DtuNaIKbAYKlYMIN03JdNTf7+ojX9AyAIERjs9kwNjbG/n9ychIajQa5ubmoqKjA5z//eczPz+ORRx4BAHzve99DdXU1mpqa4HK58POf/xwvvPACnn32Wd7H3pZEQ2ZUuKkyg8GAnp4e5ObmorOzM2AXIyTRcNWQ6+vrUVlZue5GDUc0A4tWAMB72sogC+Etw4XT6YRGowFN0xFtkMlNxzfaYBgGExMTmJiYwM6dO1FWVhbx9/lGNISIs7Oz0draKli6SyKRIDU1FbW1tQG7fIPBgKGhITbNRognmYcl40UoGwSj0YiVlRWMjo6uMzkL1TK83YkmGKGGaUl9h4ilxhsF8oUQRCOE2sTZs2cDBjDvuusuAMAHPvABPPzww1hcXGRneIC1jeLdd9+N+fl5qFQq7N69G88//3zIIc6NsK2IJpzF8sjICGZmZsI6RgpFNFw1ZG7EFAyiDMC9iRmGwejK2kXTsEHKTKfToaenJ6qBUvL6fKINr9eLnp4e2Gy2qA3Q+Biszc7OYmhoSFCtNS6458Hd5XMH34xGI6amplgf+c1Ms21FVxzXBqGqqooVeQzWIgtusNhucyl825vDmZuRKJCY4ZFrJBFdfvESTUpKiiDX7eWXXx7x2nz44YcD/n/PPffgnnvuifu4wDYimuCCP0VRcDqd0Gq17K4/XHgpBNGYTCZotVpkZWVtKLxJLiou0axYPTA7vZBQQG1e6N0JTdMYGxvjpSXGTZ1FA9Idl56evi7yi4RoIhpiG7CyshJSCUEIRFoEggffuPl7opidrGk2oRHK5Iy0UXMbLBiGQUpKyraJbOIhxlDmZjabDUajcV1jAYkChWgsiNfGOdEt7puBbUE0wbMxFEVhcXER/f39KCkpQWNjY8QFg9RvYgE3xRStcRh38Sf/Hl2xAQAq1aqQw5lEe83r9UYkzWBQFBV1/YTUNEh3HJ+LdyOicTqd6O7uZm0DEtn5E23EwM3f19TUBBTTNyPNlkyLQ0pKSsDOnkR+s7OzsFgsOHHixLr6TjJCyIFNbpdfsMfM/Pw8hoaGoFQqAzxmYmksiCeisdls20qkNRySmmhCzcbQNM2abbW0tLBdTJEgk8liimjcbjd6e3tht9t5GYeRi4rbbUKIpqFgPYGQgnxeXh7279/Pu56xUYuz3+/HwMAAdDpdzJFGJDLT6/XQarUoKirCzp07E5qKiWfxDk6zcYvpU1NTrP5WvGm2ZB8o5UZ+DocDFEWhoKAARqMRS0tLGBkZSbrOLYJEOmwGb0xIY4HRaFzXWBA83xUJ8abOLoY6Y9ISTajZGJvNxrpS8jHbimREFg5GoxFarRY5OTm8UkxA6LrJyPJ6omEYBuPj45icnMSOHTtQVlYWsxlYuMXNbrdDo9Gw0juxRhqhajQMw7Ct5NE0FAgFIRbyUJ4zRH9LqDTbdlgcGIaBVCoNaYPAXWCJpD1ZYLeqrrOZEjThGgu4811cK4RwjQXxzNE4HA4xokkUaJqGx+MJuKhmZ2cxPDyMqqoq1NbW8rrYiJpyNOAu/rF61FAUtS7KGDnfCFBfuHbReDweaLVaOJ3OqAvy4RAuolleXkZvb2/I+Ru+CCYzrpRMvDbRfM8jEQjWJOOm2YgMClca5mLYZQKhI4RwNghGo5G1QeB+Fps5mb+VWmehGgtI3Yt0a3Htv0ltJR4JGjF1lgCEslgm4o5msznmtE+0zQButxs9PT2CLP5ccqNpBmO6CxGNyWRiW387Ozvjbv0NJhoyJDkzM4Pm5uaYBqyCwe2es9vtrJRM8AzRZmAzUlPxpNmSPXXGRTRNAME2CHa7nV1gJyYmAgroie7sSxZRzeCImLSXm0wm6PX6gMYCkv6PBReDjTOQREQTKlVmNpuh1WpZ3/tYF7RoiIbUSdRqNfbt2yfI4k+OOWtywuWlkSqTwG9ZxtmJ8agbC6I9FiEat9sNrVYLj8fDq6lgI5DzJE0YREpms3f1WxFFbJRmGxoaYv3ht5tSAd9uM4qikJ6ejvT09HWT+STlyP0ssrOzBZUMShaiCQa3vbyyshJ+vx+rq6usNltXVxdUKlWAFUI06fhkkp+JB1tONKFmYwCwnV7hhiL5IBLRcO2cw83hxALu4k8aAUrSKMzNzkScwYkFpFBPIqXc3FxBhyS5GBgYCJCSiQexfs5bHTFEk2YDgOnp6aRPs8Xb1hyqs4/Ud0ZHR+FyuQS1dN4ucz9kfis9PR0zMzM4fPgwVldXWRNBh8PB2kMQK+dQdRwxohEAwRbLFEWx6SuXyyVY7j8c0ZCWYiKRkig7556ZtV1NWYYUnZ3tgqeaKIrC0tISlpaWBI2UCNxuNzQaDQDg4MGDgtVjCGHw3VEnG4LTbITwLRaLoN1siYDQ8zNyuTzABoE7IEksnWMdkKRpetsQDQFZA1JSUgI+F679N3euiatYQFGUYETD18YZWLNyvuuuu9Df34/y8nLce++9uPXWW2M6/pYRDYliyK5fIpGwE/H5+fmC7shDEQ33WLG0FEd7zOnpabw+MgeAQvvOCsFJxufzweVywe12Cx4pAWtSMt3d3ezrCjVfwTAMXC4XFAoF74VuqyOaSKAoin1Pu3fv3jDNttVDo4ke1Ay2LCYDkqSOIZfLA+o7ke4P8r1vN6Ihs39cBNe9gq2c+/r68PTTTyMjI4P9nXi+J742zpOTk7jmmmvw8Y9/HI8++iiOHz+Oj3zkIyguLsaxY8d4H39LiIZbjyFts0NDQ5idncWuXbtQWloq6PG4RMMtlCfiWAQURWFychIulwsmWgnAtaH0DF9YrVZ0d3cDAOrr6wUlGYZh2E6/+vp6lJeX47nnnhPEksDn86GnpwcrKytITU0N2O1vlLdOxogmEqJJs5GhUbVavelpts1UBAgekCQ2CME+RNw6BpeEuZvS7YJoWptDWTnn5eVhcXERf//73/Hss8/imWeewdGjR/HmN78Z73nPe3h/Z3xtnB966CFUV1fjO9/5DgBg586dOHHiBL773e9uH6Ih7b+EybVaLYA1Y51E5CO5x+rp6YHP5xO0UB4Mq9UKq9UKpVKJzs5OUH3nAABuX/yLNAFx2ayqqoLRaBT05uMOeO7fvx+5ubnsbjLeaIJrftbR0cHu5KamptDf38/m8yPZGidzREMQbiGI1M02PT3Nptk2y1tlK6VnuDYIQHhnzeBoZzttNmJpbaYoCrt27cLXvvY1jI6O4sMf/jAOHDiA48eP45lnnsF73/veBJ3tBZw6dQpXXnllwGPHjh3DnXfeGdPrbVnqjCsjU1ZWFvecRySQtNipU6eiEqqMB0TmRaFQoKKiAqmpqbi0To0JvQPHh3R4886CjV8kAmiaxtDQEBYXF7F3717k5+fj7Nmzgi2+DocDGo2GNVgjCx2RuonnOCsrK+jp6UF5eTlqa2vh8/mgUCigVqtRV1cXMK/R29vLCh6ShSYa2fvthFDdbFarFQaDAQsLCxgeHmbTbEIZnQUjmTTOwjlrGo1GzMzMsNfe4uIicnJytsX1EK+7ps1mQ05ODo4ePYqjR48KeGaRsbS0tK7hp7CwEKurqzHZaW8Z0YyMjGBqaiqkm6OQIKkyAKirq0Nl5cY+MLHA5/NhYGAAer0e+/btY5VhAeDojnz8+rVZvDiih89Pb2gREA7EOoBhGHR0dLAGZUK5bBIpmeLiYuzYsWMd8cdKNNwhWDLXQxpBuAjOWxPZeyKLolQqkZKSAr/fH/cNnEjESsYSiYSd0Oem2UwmU4DRGSFeUjCO91yTcbEOJYC5srKCgYEBLC8vY2RkhE27ks1IssjkcCGEjbOQTUpbhS0jGuKjkcjUANfTBQDb8SE0bDYbNBoNK42jUCgwPz/PHnd/RTaylXKYHV50z1pwsCqH9zFI80JRURF27NgRcPHGSzRc4dBIdatYiIbUY6xWK6/OvmDZe5/PxxZK7XY7XnnllYtyUp+LYKMz4jRqMpnYNBs34ovlXkpWogkGIR6pVIrW1tYAGwSSdo1FhyzRiJdotkqCpqioCMvLywGPLS8vIzMzM6aGoC0jmvT09JinZaPB8vIy+vr62IX5xRdfTIidM6mVVFRUoL6+no0CuA0IMqkElzfk4UntIo4P6XgRDTcaCEcCsbhfEni9XtZjZyM1BL6ERuoxSqUSHR0d6zqK+CxwMpkM+fn58Hg8kEgkaGxsDJjU5+b7N+pe2gwkYvEOl2YjFsZKpZJ9/9Gm2bZTuzB3WDPYBoGrQzYwMACfz5cUBnjxDJgSFYatGNjs6OjA3//+94DHnnvuOXR0dMT0els+sCk0uPbHTU1NrPyK0HbOfr8fQ0NDWFpaCpn+C16Uj+7Ix5PaRTw/pMNnj0U3Uc+1po4UDfAxJeOCdK2pVKqQRBAMPhEN0VkjBCzUTU5qRcGLLulempmZwcDAADsMtxUikJvRrMBNswEIOSgZTZptu0Q0QORFO1iHjBv9kVmmeKO/WCBE6mwrbJw//vGP40c/+hHuuecefOhDH8ILL7yAP/zhD3j66adjOv6WNgMIDVLIBrDO/lhIoiHHoSgqoFbCRTDRHK7NRYpMglmTE6Mr9g1bnS0WC7q7u5GZmYmOjo6I+edYUmeLi4vo6+tDVVUV6urqovo+oiEartJCS0sLioqKeJ1XNAg+B+50em1tLWvyRUQg/X5/wCIT6vva7ggelOQ6jc7MzICiqJAL7cVCNFxw24XLy8sDZplI9EdsEPjIwcSCZCEavjbO1dXVePrpp/GZz3wG3//+91FWVoaf//znMbU2AxdRRLO0tIS+vj6UlJSELGQLRTTRKiJLpVJWigQA0lJl6KzJxUsjehwf0oUlGu78SrRWyHyIhhvx8W3E2IhoiEW03W4XXGmBew4bIdjkiwwJrqysYHR0FKmpqVCr1WyKiXQlmhxeTOgdmNA7MGNywu72w+3zw+Wj4fbSa3+z//bD7aPZn7l9NORSCuq0FOQopZB6KLzqHEVeWgrUaSnIS09BXpoceelr/0+RJTbC4hbSSZqNu9CSNBt3aDrZEWuajzvLBICt9xE5GKfTuU4ORqgIOB6LAL/fD5fLJUiNhq+NM3kOmdOLF9ueaPx+P4aHh7GwsIDm5uawO+h4iYa7QEc6DkGoxf9oY/4a0QzrcPtl1SHfS39/P/R6PTu/Eg2irdEQKRni4sn3Ao50HJvNxgoHbhSBxQs+qangIUGP14uROR00swaMakcwu+qF3iPDkgNYdce34PpoBnNmF+bMa//XGBbD/m6mQobyHAX2V2ThQEU2WsszkaVMzGfGTbMRvxkS7Xg8HvT392Nubk7QbrZEQChBTVLvI9Gfy+ViPw/SxEMaTXJycuKyQYjXIgCA2HW21bDb7dBqtax9cKSUSDxE43Q6odVq4ff7o16gQxHNkcY8UE8BvfOrWF51ozDzguYVkd7ndq5Fi2iM3biCm7FK7oSrBS0vL6Onp2dTFJ35vrbZ4cWr40a8NmnCqM6BKYMDTi/3e5EAuPD/3FSgPEuOmrw05GenIU2RglSZBAqZBKlyCRQy6dr/5RKkyiTn/732mMdHQ2/3YE6/Cu3wJLKLKmCwe2Cwe6C3eaG3e6C3eeCjGay6fOhftKF/0YZHTs+DAlBfkHaeeLLQWp6FvPTENDRwF1qDwYCamhr4/f4N02xbjUS5ayoUipA2CAaDgZX757ZR89Gq8/v9MWvb2e1rHlaienMciPeCITWGaIc9Y3HZBC60FfMd9Ax1vPyMVOwpzYJmzoIXhnW45eCaIyVJ+5WVlaGhoYH3DihS6ixYSiYeJezg1Nlm1GNCIVJEwzAMJvQOvDRqxCtjBmjmVkEH/bpMQqEiV4katQrVeUrU5KlQo1ahIkcBn+vCImO16pEuTUduzoVc/kbfTUWuEvXZEmRbgTe9qSrk+a26fNDbPBhatuPcjAVnZ8yYNDgxsmLHyIodvz27AACoViuxvyIL+yuycLgmFzkq4SMehmGgUCiQnZ29YZotEbL/fLAZFgHhbBCIKChxXuXK5ET6POKp0TgcDigUii37vIXEtnsHfr8fg4ODWF5e5lVj4OOyCaxd1GNjY5ieno5JEy3c8Y7uyIdmzoLnh3S4aX8JRkZGMDc3F1U6LhzCEU2sqbhw4BINtx6TSDmfUOcQDK+fxuvTFrwyZsBLo0bMm10BP28oSMNldbloKs5AdZ4K5TkKyMMNzSou6JJxJVFIy2xwU0E40o70eJZSjiylHLX5abimee361ds86Jq1nCceC0ZX7Jg0ODFpcOKP3UtIlUlw3Z5CfOBQGcpzhBE2BdY3A0RKs/HpZksEtsKLJrjRhDtEG2yDQD4P7jnGU6Ox2Wy81K2TGduKaMhgpEwmQ2dnJ6/BIT6pM5fLhZ6eHrjd7piL2uEW/6M78vGd58fw2oQRL508gxT4YqqXcBGqduJwONDd3Q2pVMo7FbfRcUhbdFpaWsLrMaHAMAxcXj+eHdTjpVEDTk6YYPdc+G5TpBTaqrJxWZ0al9XnojgrtvceLIlCUipc5WFuU0E8n0NeegresjMfb9m5VjewOL3oml3FuRkLTk6aMLpix+/PLeLxrkVcuSMPH2wvR3NJ/Ln7jbrOgusZXG020qXEnV9KZJotGUzPgodouXbORA2EbEZycnLg8/ne8DbOwDZKnc3Pz2NgYGDdYGS0iJZouE6b8VgVhEvV1eanoTpXgUmjC7/s9+CXH+pASpwLdXDthKT7wknJxAqKomAymdDb28urLVpI2L00nprw4u5Xz8Do8LKPq9PkLLG0V+dAlSLsVHhwSoU7mT45ORkgCJqamhr3LE2WUo4jDWocaVCDYRi8Pm3BL0/N4l8TJjw7qMezg3ocrMzCB9vLcUltTlwmcnyeq1QqWVWPzU6zJQPRBIP7eXBlk3Q6HcbGxgKsDfgOEpPWZjGi2QT4fD4MDg5iZWWFFZGMBRsRDVeGZceOHSgrK4vb1TM4ymAYBlNTU7i+zIkfWCR4fcGD/3llGp85WhfzcYAL0RNXRaCpqQklJSVxvS4XDMPA7XZjdnYWe/bsEcxhM9oFWW/z4P9en8fvXp+H/XwxvyQrFW9vKcTl9WrsKk6HZBNvyODJdJfLFbDT9/v96OvrE2SnT1FrEVpbVTaGl2349ek5/KNfh9enLXh92oK6fBU+2F6Oq5sLIJPw9/aJ9Trf7DRbMhINF8GySX6/H6dPn4ZcLmcHidPT09loZyMvIofDcdHMfG0p0Wy00FitVmi1Wsjlchw+fDium1UqlcLj8YT8GXcCfyMZlmgRnDojUi+rq6u46co2FNQ58Nkn+vHQK1OoL0jH21piL6RLJBL4fD50dXXBZrMJ9h64506cSGtrawUhmWixYHHh4dfm8IRmibVZKEmjcMfRBly1Kz98rWWToVAoUFJSgpKSElgsFmi1WqSlpa1TYY7X7KyxMB3f/Lcd+NTlVfjNmXn8sXsJYzoHvvi3YfylZwnffWcTMhXR39ZCDmxGm2YjqSW+mlnJTjTBkEqloCgKpaWlyM3NDaj5DQ0NwePxIDs7e52rJoHNZrsoOs6AJI1oGIbB/Pw8BgcHUVlZibq6urgvsHARjclkglarRVZWlqD1Bi7RcKVeOjs7kZKSguv2ZGF02Yaf/2saX3hyABW5Suwujc0i2eVyYXV1FWq1Gp2dnYLWTMi5p6enIysrSzAbYrvdzioy5+XlrSuiTugd+MXJGfy9Xwff+baxlpIMvKs5C0W0Du0tm0d2fEH8lqqrq1FdXR1gdjY0NMTa9pL6TixzGkWZCvznlbX46OEKPN69iJ/9axZnpi34wCMa/O9NzVHXpRKpDBCcViLT+Vw1bj5ptu2ky0bA7ToLZYPA9SIibeWZmZlwOp2C2TgDwP/8z//ggQceYCWzfvjDH6KtrS3k7z788MP44Ac/GPBYamoqXC5XyN+PBklHNMFy+3l5eYK8bjDRkDTW6OgoGhoa4mr7jXQ8Uluqrq5GbW1twDHuurIO4zo7XhzR499/q8WfPnooYLYmGiwsLLCF6dbWVkHfw9LSEnp7e9lz7+rqEmSKXKfTQavVIj8/H06nEz09PWAYZm2Xm5GNX2mt+GuvDiTWPVSVjdsOl6OtMhsGgwETE/q4zyGRCI7Sg83OiA6X0WjExMQE5HI5L5dRLrKUcnykswKX1OTiE7/vw5jOgfc8rMH/3NSMnUWRd8MMw2za4k1RVNg029jYGJxO5zrTu+BrmabpbdfqG669OZwXkdFoxNmzZ3HbbbdBrVYjKysLf/rTn3DFFVcgJ4e/6jsA/P73v8ddd92Fhx56CIcOHcL3vvc9HDt2DMPDw2G7djMzMzE8PBxwvvEgqVJnVqsVGo0GqampgnVKEXCL89w0Vltbm6AWyFz4fD4MDQ2FrS1JJRQevKEZN//idYyu2PGJ32nxfx/cD4V847QKV6mguroaKysrgpEMwzAYGRlh6zHkYozX+IxhGExOTmJ8fBy7du1Cfn4++3pWqxWvjy3i//15Ekv2tccOlSrwofZStDcUByyG28FhMxyCdbi4dsbT09NRu4wGY0dROh794F7c/rs1svnAIxp85/pduLRu45b2rSg2R0qzzc7OAsA607tEDWwmEtG2NwfXu44ePYovfvGLOHfuHL7yla/gXe96F/bv34+XXnqJd93mv//7v3HbbbexUcpDDz2Ep59+Gr/85S/xuc99LuRzKIoSdC4uKbYHDMNgbm4OQ0NDCetmkslk7E2t0WiQnp7OprGEBrGMZhhmwzbsdIUMP75lD975s9fRO7+KL/5lAA/e0Bzx/RMpGZ/Ph87OTjgcDiwtLQly7h6PB1qtFi6XC+3t7QE54niIhhTHTSYT2trakJmZCa/3QtfYU8NWPHh8BV4/g4L0FHz2skKUp7pg0E/i1eUxdtHZLqmTaK/fYDvjYJdRmqYDop1I11JRpgKPvH8vPvOnAZyeMuOTf+jDF6+qx42txSF/n3yXybB4h+reMhgMbJqNbDozMzPh8/m2RWRDGnRiuWazs7ORlpaGK664Aj/84Q+xuLiIU6dO8SYZj8eDc+fO4fOf/zz7mEQiwZVXXolTp06FfZ7NZkNlZSVomkZrayu++c1voqmpiff7INjyb8vn87ELUGtrK9vFIzQoioLL5cKZM2dQW1uL6urqhNxgpLU4Pz8fNpstqppGea4KP3hXCz70SDee6l1GQ0E6Pvam9VpowAUpGbVajaamJkilUjidTkFSWlarFV1dXcjIyEBHR8e6mzlWonE6neju7oZEIkFHR0dA+6/Z4cVX/j6KF0cMAIDL63Pxtbc1Ivv8FDyZXzEYDFhZWYHFYgGw5tCqVqvjKqwnCvFEXOFcRomr5EZ1jQyFDD++uRn/9fdR/LVnGff9YxSpMgn+bff6mlYyEQ0X3O4tkmYzm80YGRmB0WjEq6++umGaLRlAMiixXp92u50dFC8uLsb111/P+zX0ej38fn9IW+ahoaGQz2lsbMQvf/lL7N69GxaLBQ8++CA6OzvR39+PsrIy/m8EW0w0q6ur6OrqglKpRGdnp2CF5mD4fD5MT0/D4/Hg4MGDcU/IhwJXjqWpqQn5+flYWFiIulPmUHUuvnR1I77y1BD++/g4agvScOWOC/lThmEwMzODkZERNDQ0oKKigr25YvWj4YJI+oSqJRHEYrBmNBqh0WhQUFCAXbt2BXwW52Ys+OyTg1i2eiCXUrj7aA3efaAk4Njc+ZXKykrodDoMDw+DYRgMDw+znTu5ublQq9UXzSQ1EN5l1Gg0Blg7k6YCMnMhl0rw9bc1IEshw2/OzONXr83i7S0F6z6XZCWaYMhkMuTl5WF+fp5tKSefQ7g0WzKA3CvxSNBsxcBmR0dHgMFZZ2cndu7ciZ/85Cf42te+FtNrbinRzM/Po7S0FDU1NQm72EnXlEwmY4uuQoOkm5xOJ6skQHYzfBbmmw+WYWTFhkfPzOE//9SP335YiR1FGayUjMFgwIEDB9YVBeOxcqZpmpXB2UjShy+hzczMYHh4GI2NjaioqAj42U9encL3XxgHzQBVuUp8+x07NyxeA2s3rVQqRWNjI9u5YzAYAgrrZDHiWgBsNhJxPQfXNbhNBaFcRm+/tBKPdy1iTOeAdn4Ve8sCuxrJNZPsRENANm1KpRJKpRIlJSUhoz6u18xWXgNEuTnWz1cIL5q8vDxIpdKQtszR1mDkcjn27dsXYJzGF1tKNDt37kyoFwYRwauqqkJhYSHOnDkj+DHMZjM0Gg2ysrLQ2dnJXtRk585XyPPzVzVgQu/AqQkj/v23WjzyvhZMD/dBJpOho6MjZINErERDCNLtdkclgxNt6oymaVaPLpTG2qNnZvHd4+MAgH9rKcAXr6qPepI/ONohnTuksE6m9YnPCBkYVKvVmzZlvVnNCuFcRmdnZ1mX0cPlChyfdODxrsV1RLNdIhqCUNmBUFFf8DUQSYsskYjHIgAQZo4mJSUF+/fvx/Hjx3HdddcBWPscjx8/jjvuuCOq1/D7/ejt7cXVV18d83lsKdHEsxOPBL/fj4GBAaysrLAt0g6HQ1ArZ24qK5QqMpml4Pv+5FIJvndjC971szOYNjpx269fx31XFmN/y86wF20sKa3V1VXWwXPfvn1R7fqiIRrSqEAsFYLTGKcmjPjGP0YAAJ+6vAof7ijjfTOGOwfutH59ff26OYXgHX8iGkG2CuFcRi93L+P4JPCP/mW8rcSF8qI8VhB0uxFNNIV1kmYjYxFcxYbNTrPF667pcDgE8aK566678IEPfAAHDhxAW1sbvve978Fut7NdaO9///tRWlqK+++/HwBw3333ob29HXV1dTCbzXjggQcwPT2Nj3zkIzGfw5Y3AwgNrvAmV01AKpWCYRhBpot9Ph/6+/thNBpDprIIYiXSLKUMn7skB5952oGJVQp3P2/EN9NMuKQudKME35TWwsIC+vv7UVNTwyttuRGhEfvp7OxstLS0rLvJpg0OfPoPPfDTDK7dXYSPdJbz3v3Ho8tFdvxEDoTsdNVq9abudDcDxGX02sJCPDJwDqM6B84ZpVBIdazLaFbWWoTj9/u3TRcX3++Iq9iw2Wk2IWychZCguemmm6DT6fDlL38ZS0tL2Lt3L5555hm2QWBmZibgczWZTLjtttuwtLSEnJwc7N+/HydPnsSuXbtiPofkv7p4gBS0Qwlvki9ciHBWo9EgJSVlwwYGvtYEwAX5fZndjp/e0owv/2MSUwYHPvybbrynrQz/8eb1aSZCNBtNeXPrMbHoxkWKaAh5hevos7p8+PhjGlicPuwpy8R9b98BCnRMaaZYnhO84+e2EWu1WgAXVIjVanXcjSnJEiVQFIV37ivG/c+O49VZL+54Syv8fj9MJhNWVlYAgO3iIk0FF6vD5man2eI5X9JtKZS75h133BE2VfbSSy8F/P+73/0uvvvd7wpyXIItH9gUAqQmsLi4GLagza2ZxCrREonIQoGv2RppL05PT2flcP5cWYAHnxvFo2fm8OiZOfxr3IhvX9+EPZx8OzmPSMNhHo8HGo0GHo8nZluCUO+HdH9FIi8/zeAzj/diQu9AYWYqfnTzHqTKpfB6+Ud7Ql0zodqIDQYDq02WlpbGkg5fD/lkGygtyFgjTY//QhdUXl4elEolVlZWcOjQoYAUI1EaJn8S1Q3KF0IPbCY6zSZERCPaBCQJHA4HNBoNAES0cybdH7HUabhT+HzM1vikzkhEENxerEqR4svX7MAVjfn4wl8GMGVw4Oafv46PXVqNf7+sGikyyYZEQ1JaWVlZcVkfBEc0RGzT6XRGJK/vPD+GV8cMUMgl+N9b9qAgIz4ZfaEX8uC5Da/Xyy44/f398Pv97IKjVquTpn02Wrw2aQIAtFVmBzxOIuDgFCPRJCN6g2lpaWy0k5WVtWVzS/GYiEUDodNsyVKjSQZsa6JZXl5Gb28vSkpKovJdkclkvFNZLpeLLW5HIrJQiCZ1RtM0hoaGsLi4GDGddUmdGn/793bc9/Qwnupdwo9fmcQro3p8+/om1OStnVOoBXijlBYfcInGZrOhq6sLaWlpaG9vDxslLllc+NXJaQDA/dc1obkkPlXpzUjpyOXydYZnZGB0dHSUHZqMNDCaTKmn16bMAID26sBaYqhUq0QiQXb2BZdRLunydRkVGpspQSNEmi0eYvR6vXC73WJEs5UgtYbZ2Vk0NzejuDi0xEYwiJx+tCAmaPn5+di1axfvi2aj1BmXxDo6OjYksSylHN95ZzOO7sjHV58aQv+iFe/4yRncdbQWhUzgzA6JwhYWFuLy8Ql+PzRNY2VlBT09PWwKMdLN/4RmATQDHKzMxtXNwigub2ZqKnhglDs0GW5gNJmwaHFh2uiElAIOVKxvb95ocxaKdI1GIwwGg+AuoxthK20CIqXZ5ubmApw1SZotnnqwzWYDADGiEQKx7E6cTie0Wi0bYfBh/GiL81wTtJ07d8YsuxApdRZKSiZaXN1ciP0V2bj3rwN4ZdSA//fPUdRlStGw14G6YgXcbjfrHxMNgfHB6uoqlpeX0dLSsuHAF00zeKJ7EQDwztZAE7ZYd6ZbHSlwhya5SsxrqtJrA6NpaWnw+XxJoclFopnmkkxkBPnU8LUIiMZlNCMjgyUeoaVhksmPZqM0W2pqKjsk7vV6eROw3W4HADGi2QoQHbHCwkLs3LmTd4QRjZ0z6fqy2Wxoa2tjW0BjQbji+fT0NEZHR9HY2Ijy8vKYbsbCzFT89D178fuz8/h//xzB2CqNd/1Si7uPVKDEPYOcnJy46jHB8Pl8WFxchMPhQHt7e1TGamemTZg1OZGeKsWxXeujmXjsh5MBoZSYzWYz5ufn4fV68eqrr27JwCgXJyfW6jPt1dnrfhavF00kl1FSTOc2FcSjxk42bMlCNFyES7NNTEzAarXixIkTyMjI4NVK73A4oFQqk07HL1ZsC6Lh6ojt2rWLFZrji42IhgwxEmXneNMAwRFUtPM30YKiKNx8sAwdNbn4+MMnMbHqx33/nERHuQoP3rRTMJJxOBysF41arY7avfOPXQsAgGtaiqAMaslmGAZLS0ugKApqtTrqG2qrI5pIIAsvsBZ57969m412tmJg9PGuRTwzoAMAXFK7XnpJaNOz4F0+aSpYXFyM22WUbC6SkWiCQdJser0eeXl5KCkpYQl4fn4eNE2vq3MFw2azxWSIl6xI+tQZSQO53W5WRyxWRCIaIlfDd4gxEripM7vdju7ubsjlcsEFRMtzFPh0M43jCxL8fYbCqVkH3v7j1/Dla3bg2M4CSHj6yHNhMBig0WhQXFwMlUoFg8EQ1fNWnV48O7A2pxGcNiOWAUajERRFob+/H9nZ2ezueKMCc7JENOFAzo/PwKjQaaY/a5dw3z9GAQC3tpdhb9n6zUEi3TWDjc64LqOktsXHZTSZI5pwIDWaYAK22WwBzSWpqakB3WxyuXzL3DUB4PHHH8eXvvQlTE1Nob6+Ht/61rfikp8BkiCiiTQESIrxarVakDRQKKIhcjU6nU5wm4Lg4nlpaSkaGxsFvVmI5AsFBndd1YQPIR33PNGHkRU77vxDL6rUKry3rQzv2FuCdJ5e8iTFR+pUs7OzUS/yr4wZ4PbRqC9IQwun08zlcqG7uxsUReHgwYOQyWRwuVwwGAxsnSMlJSVAGJO7892uO7xwA6MGgwFzc3MAhBsY/VvvMr7y1JrMz3sOluCuK0JbTmxmF1e8LqPblWiCozaKopCRkYGMjAxUVVWtq3P19PTgG9/4BmpqapCeng6fzxdXZoWvu+bJkydxyy234P7778fb3vY2PPbYY7juuuvQ1dWF5ubmmM+DYrZ4e+jxeNYtXtxifDx1jGBotVpkZGSgpqYGwFpKqLu7G1KpFHv37hXU0RMA+vv7YbVaYbVaeXXHRQsyH5OTkwOz2Yzm5mao1Wp4fDT+5+UJ/N/pWdjca8SalirF9XtL8N5D5ahSR24OIOSr1+uxd+9eNsU3NzeHxcVFHDx4cMNze/zcPO796yCONOThoffsBbAmQNrd3Y28vDw0NTWBpmn4fL6AxYNMrZNF2OVyBUQ7DMPg7NmzuPzyy2P70DYBer0eExMTEXeNXHDTTAaDAaurq0hPT49pYPSZAR0+++QgaAa4qbUYX7wqvImgTqfD5ORk1OeZKNA0zS62RqMRNpttXVOB2+3Ga6+9hiNHjmzpufJBd3c3CgsLUVJSsvEvn4fVasWvf/1rPP300zhz5gyUSiWOHDmCt7zlLXj3u9/N2w340KFDOHjwIH70ox8BWPusy8vL8clPfjKku+ZNN90Eu92Op556in2svb0de/fuxUMPPcTr2FxseUQTDI/Hg56eHtjt9riL8cHgRjSJjDKAtfeh1+vh9XrjTvmFAkn11dXVoaqqCv/617/YXV+KTILPHK3DRy+pwpPaRfzm9Cwm9Q785vQsfnN6FpfVq/G+9gocrsldl1YjEQeAdWrRfMQ7yevS5zcRZJ6HK0AaKo1JptZJG6nD4QiIduRyOWiahl6vXxftbFeESjMR0uEzMPr8kB6fO08y1+8pwhcikAyQ2NQZH3CVCIDQLqOkLuh0OrfNwGwsXXIZGRm44447kJ6eDrlcju985zt49tln8cc//hHveMc7eBFNLO6ap06dwl133RXw2LFjx/Dkk0/yeh/B2HKi4abOTCYTtFotK7kvdE8+maMZGRnB9PR0QqIM4EJTAUVRKCwsFJRkuAOe3FRfqBRkWqoM72krxy0HynBywojfnJ7FSyN6vDxqwMujBlTnqfC+tnJcu7cY6akyNuII13LNx2FTen798tNrEjWzs7MxzfME2wAsLS1heHgYo6Oj66KdZDE9izdJEDy7YrPZYDQaww6MSiQS/HNQj8//ZQh+Zs164SvX1EOywWeRLEQTjFDyQIuLizCZTHjttdegUCjYaCeUy2iyIB5lAOJF09raitbW1pDRx0aIxV1zaWkp5O/HaxWfFN8Qtx4QSnJfSCwtLbHeLvF6PYTC/Pw8BgYGUFNTw+aihQKpx/h8vnXzMZFmdiQSCpfUqXFJnRpTBgcePTOLP3UvYFLvwH1/H8Z/Hx/DsfpMNKca0bk7/OfPRyWaRDRmyyqWl21ob2+P+/MmXVsURaGjo2NdtBOptrNdwc3phxoYHdZ78I95OQaNa9HhW3fl4763NW5IMkDyEg0XpHWYYRjodDq0t7ez759sNkK5jCYD4iGarXLXTBS2nGjI3IrFYsHBgwd55yCjhclkwvz8PFJSUtDR0SH4LiiUlMzk5KRgfjsk2sjNzUVzc/O6CzhaXbUqtQpffGsjPn1FLZ7UrKXVpgwO/KnPhCdA4XKrGe/zZ6CzJnfdDcsnovF6PADWUmdEIFQokHMIZXpmMBiSItpJ1LHIwKiRVuIxrRcvjxoB+CGTAG8qYvC2PANGR4ajchjdDkRDQNJQ0biM5uTksMSzlZ5D8UjQbJW7ZlFRUVxunOGw5USj0WjAMAw6OzsTclFwoyW1Wg2KogQnGSIlQ9N0QKQhlLEbqcdEivb4His9VYZ37StEHRbQvSjH65Y0/GvCjBdH9HhxRI/a/DS8t60c1+4pQlrq2ucVLdEYDAaMj6211qYo0wQlmXALY/Dw4MUa7cwYnfifV6bwj34dGAASCrh2dyFuv7QSBelyXg6j25FogrGRy2h6enqAIOhmdq3FK0GzFe6aHR0dOH78OO688072seeeew4dHR1xncuWE82ePXsglUoTcsH7fD709fXBZDLhwIEDsFqt0Ol0gh7DaDRCo9GE1EPjaxMQDGJ/sLS0tGHrNV+XTWJJkJmZidveth+3y2SY1Nvx6Jk5/Kl7AeM6O7769BD++/gYbthXgre1FCFftnH9YWZmBsPDw+hsqsEvBifRt2DFitXNStULhY0Wya2MdhLRyLm86sZDJ6bxZ80S/Odf/tjOfHziskpUc7oIQzmMhhsY3U5EE40uWziX0VAq3ESPLJHvP94aDWmIiQd83TU//elP47LLLsN3vvMdXHPNNfjd736Hs2fP4qc//Wlc57HlRJOamiqoxTKB1WqFRqOBQqHA4cOHkZKSIqidczRSMrEYnxFwo6TOzs4NO2341E+WlpbQ29u7zpKgOi8N917diDuvqMWfNQv4vzNzmDI48PCpGTx8agbpKVLUZdKYkM2gvToX9QUXhuwIKS4vL7OqB/tOG9E9a8ET3Qv4+JtCz3LwRSwLw3aOdkwOL35xcha/PTsPz3mGuaQ2B5+6vBo7iyLveDcaGFUoFKAoChaLRfCBUaERSwcXcRktKioKaKrQ6S64jHIFQYXMdND0mqnfVtdo+LprdnZ24rHHHsO9996LL3zhC6ivr8eTTz4Z1wwNkAREkwiQVtqqqirU1V1o8YxG6ywacCOlSHWlWFNnsQhuRnMsrpTP7t2713WXEKQrZHhfewXe01aOV8cNePzcPF6bNMHq8kGjBzT/WBsGVKel4FB1Dg6UZyLTuYgc+VqTAiHFmw6UonvWgj+cm8dHL6la10odz8IWz258M6KdeN7bitWNf42b8Oq4ESfGjXCeN4hrLc/Epy6vxv4K/i3/oQZGx8bGYDabAxxGycKbLGZnBEK4a3KbKrjzWlzZf6FcRsm9GE9EsxXumgBw44034sYbbxTk2ARbTjRCq7uSgnwogzIhiIZIyURj5RxL6mx2dhZDQ0NoaGhARUVF1J/PRkTj8/mg1Wpht9ujnuuRSChcVp+Hy+rz4KcZnB6Zx19Pj0BHZePsjBkGuwd/71vG3/vWiodFmano0E2gvToH7dW5uGpXIb7xjxHMm104OWHEJXXxqy4IvetOhmjHRzPonV/Fq2NGvDpuxNCyPeDnOwvT8cnLq3BJbY6gDqMZGRlgGAZNTU3rzM5iHRhNFIRWMQie1yJpRhLxURQV0FTAl3jJfR/r53YxuWsCSUA0QsHpdLKNBeGk8eOtmZAhz7KyMjQ0NGx4EfFJndE0jYGBAaysrGD//v3s8Fq0iFSjsdvt6OrqgkKhQHt7e0xNF1IJhV1F6XBXUDhypBUeH42X+6bx93NjmHEpMKz3YGnVjT9rFvFnzZo1QJVaBatrzf/nx69MCkI0BIkStBAi2omqYcLuYaOWf02Y2M8JACgAzSUZuLQ2F5fU5qCpJCOqdmW+IFFhtAOjZNHdioHJRFsECO0y6vf7QVFUXERzsXjRABcJ0ej1emi12g3tA2Jx2AQCU058jdaiOR6ZxickGcuNHK5Go9PpoNVqoybHSCBkxjAMZqcnAd0EPnvNmi+N0+NH16wZr02Y8NqkEX0Lq5gyXJghOjttRuNXnsf728vRXp2Lg5XZSEvhfy6bWUeINtqJJsfvpxn0L1rZqKV/0Rbw80yFDIdrc3BpbS4O1+QgNy3xbbnh0o/hBkaJ10o0DqNCYzO9aCK5jA4ODsLr9W7oMhqvjbPdbk86E714sOVEE2+efnx8HJOTk1EZlPF12AQuSOIQHxY+u4xoiIbUY/Ly8mJy8Qx3LIZhMDU1hbGxMTQ1NfHSW9roGD09PTCZTDh06BArDaJMkeJwrRqHa9cWZavLh9enTXhtwohfvzbLvsYjr83ikfP/V6eloCQrFSVZCpRkp6IkU4GSbAX7mCol/GexFRJ94aKdsbExNtpRZeZgyerFyIoPQ2fmMW92Yc7shHbeCpPDG/B6O4vScWltLi6ty0FLSSakcahsx4Jo6lwbDYwSh1FCuImaV9pK07NoXEYJ8RL15XhmaMgxxIgmCcAlAO6CFwkklRVtIdlisUCj0SAjIyOmocNINSGGYTA7O4vh4WFBhEO5aUEiw28ymQTVi/N4PPD7/XA6nejo6IiYt85QyHBFYz6uaMzHHZfX4Mrv/wsW5xrJl2YrMG92wWD3wGD3oHfBGvI1spUyFGcpUJqlQHFWKkqzFShIl2PJvkZkOembf/l6/TSWVt2YM7swZ/Jg3iLHvDkbs0YH5sx2WFzc9zIe8NyMVCk6anLOp8RykZe+dcOEQGx1j0gOo+Pj40hJSQlYdIXq5EoWd81oXUZJNBJr04pYo0kCENXizMxMXgQglUrBMExUX74Q/jThIhq/34/BwcGY6zGhQNJaTqcT3d3dkEgkG5IBH3C7k9ra2njd9JlKOX774YN418/OwOb249I6NT5ztA6DsyuY0Vux6pdjadWDeYsLixYX5i1uWF0+mJ0+mJ02DC7Zgl5Rhm/3nEF6qnQtGiJRUZYCCnngeYUKfELFQuEipFWX73xU4sK82YVlqxv0BsFURqoEuSkMSrJSkCHxIkvmQ0NBGtpqC1CYn5dUmmzxnEc4h9FoB0b5IFmIJhjhXEYXFxfhdrvx6quvBtS3olWIdzgcCZHI2ipsOdHwufC4UUBtbS2qq6t5PZ+EspEmdrlDkvv27YtraIrUTbg3CVcdubOzUzBrAolEApfLhVOnTqGgoAC7du0S7MYk7eKVlZWYmJiI6XVr89PwnXe24OOPafC7s/MoSvWhFovIl8mQ6/ejtTgX6mY168Vic/uwYHFjwezCgsW19m/L2mI/o7fC5qNgc/sxsmLHyIp94xMQEKkyCUqz1yKt0mwFynIUKDv/79JsBexmPRYWFtDa2grgQm3HaDRiZmqSV20nkRB6YJO76EYaGCXvnU+GIJqBzWQAMTkj935DQwMMBgPrMqpUKgMEQUOl1zweD7xer5g62wr4/X709/dDr9fHbFDGJZpQFzm3KB/NkGS0xyNEE0lFIF6srq7CYDBg586dqKioEOQ1GYbByMgIq7yckZGBiYmJmBeoyxvy8JkravHfx8fxg5PL+ObVNTjWXAKn0xlwM5IOn8K8PNTXB2qu+f1+vPzyy9jf1gGDi1kjIbMLC6trROTzx1a7Cfd20lKkLIGUZStQlq2EOk0e8f3bgqKjaGo7W6HJlmhlgHADo9PT0+jv7+flMErTdNKqNIcCqdFkZmYiMzOTl8uozbYWwSciojEajfjkJz+Jv/3tb5BIJLjhhhvw/e9/P+KxLr/8crz88ssBj33sYx/j5U+zLb65YBvkWKMA0m4Yqm5C3DwLCgoidq7xAdmB+f1+zM/PY2RkRFAjN+BCBGYwGJCdnS0YyQTP3aSnp8PtdgOIfYHy+XzYrzKgrVCCM8s0Pv/0FCZMXnzskkpUVFSgqqoKXq+X7ezq6ekBwzDsIpybm8suNsoUKWrSU1CTt706c8J1shGnyc2MdjYzSojWYTTc3Eqyps7CIVTX2UYuozKZDM8++yyrQp2IrrP3vOc9WFxcxHPPPQev14sPfvCD+OhHP4rHHnss4vNuu+023Hfffez/+Z5b0hPN8vIyent7BWnPBdYX6LndWTt27EB5eXm8p8yCnOvg4CCrt0bcKoUAsQ3w+/2orq6GxWIR5HUdDge6urqQmpoaUAMj5BJLx5fT6cS5c+eQmpqKH9/aiW8/P4Hfn1vAT0/Oo2fBhq9fU4cclRwSiQQFBQWsbAiJ1GZnZzE4OMimE6xWK2sZsJ2xldHOVmqdBXvOkO853MDoZtpOC4GN2puD61vEZfQvf/kLfvWrX8Fms6GzsxPHjh3DW97yFrS3t8ctTjs4OIhnnnkGr7/+Og4cOAAA+OEPf4irr74aDz74YMTOVJVKFZeC85YTTbiLh6ZpjI6OYnZ2Fs3NzXHLVBNwiYZIyZjN5oRYFLhcLgBrEVmwW2W8IA0R2dnZaGlpwcLCgiAtvwaDARqNBiUlJeucR2MlGpPJhO7ubhQVFaGxsREMw+Deq+qwtywTX316BK9NWfDe3/ThgWsb0FSczragkw4fYr/tdrtZq+O+vr6A6IAb7UQDhmGwYHFjeNkGnc0Dnc0DPflj98Bg94JhGMikEsglFGRSClKKQlqqFJW5SlSpVahWq1ClVqI8RwmZAPI6mx3tJIuoJndglDu3wh0YJR2j28Vhk297M3EZfeCBB/Cud70L73rXu/CJT3wCzz33HG644Qb88pe/xNve9ra4zunUqVPIzs5mSQYArrzySkgkEpw+fRrveMc7wj730Ucfxf/93/+hqKgIb3/72/GlL32JV1Sz5UQDrJefd7lc0Gq18Hq96OjoELTNj6TObDYbNBoNKyUjtEUBqcdQFIXm5mZBSYYU57kNEUJYEhDl5XAzSYR0+ByHGMERSR2/38+mQa7dU4ydRRn41ON9mDE68cFH+/C5Y3W4cW8h20TBjT6lUinrDnjw4EGWeEhbKcl3q9VqNt9NYLR70LdoQ/+CFb0LVvQvWmEMmmuJFl2zqwH/z1HJ8ZYdeXhrUwH2lWcKNuOT6GgnWYgmGKEGRvv7+2Gz2fDaa69tycAoX8RjEWC325GZmYn3v//9+MAHPsCOZMSLpaWldbJcMpkMubm5ER003/3ud6OyshIlJSXo6enBZz/7WQwPD+OJJ56I+thJQTRcGI1GaLVaqNVq7N+/X/ActUwmY/WMysvLUV9fL2jul6vqvGPHDoyOjgr62tziPNcWOR6iCaW8HAp8IhqGYTA6OoqZmRns27cPubm5ASRDXquhMB2Pf+QAvvjXQTw/pMfX/zGK5wZ1uPOKGrSUrGlx+f1+ti3dc95Qze/3IzMzE1lZWairq2MbCgjxpKSkwCHLgsZI4cS0A+P69U6nMgmF+vw0lGSnIi8tBXnpa3/y01OQq5JDIqHgoxn4/Ax8NA2fn8Gqy4cpgxOTBgemDE5MGR0wObz4fdcift+1iKLMVHy4NQeNAqfXExHtJCvRcEEGRlNTU1FYWIiCggKYTCYYDIZNHRjli3ANR9GAqAKQ97HR+vS5z30O3/rWtyL+zuDgYEznAgAf/ehH2X+3tLSguLgYR48exfj4OGpra6N6jaQhGm6tROiCOfcYbrebVS8WKh1HQDrjDAYDu2CPj48Lohjt9Xqh1WrZYcngKI+vHw2Bx+OBRqNho8dIaYloicbn86G3txdWqxWHDh1CWlpagMhg8PeaoZDh+zc245enZvH9FyZwesqMW37ZhSsa8/DpI9WoL1jriLHb7ejp6WGLxdzPVS6Xo6SkBK7UHLxqWsE/NSuYMhkCjlOWKUdLaSb2lGejpSQDjYXpSJXFt8nw0QzOTJnw934djg/rsbTqxjdeWsKRcjl2NvuhkCdmty1EtLNdWoaB0A6bmzkwyhd+vz/mLAZfd827774bt956a8TfqampQVFREVZWVgIe9/l8MBqNvNbCQ4cOAQDGxsa2F9H4fL6E2zl7PB42HUc+dCERPChJLrJ4PGkIbDYburq6kJaWFrYoyMePhoBrftba2rrhTcn1ngkHp9OJrq4uyOVyHDp0CDKZDD6fjxVvDLd5oCgKH+6swFW78vE/L0/hrz1LeGFYjxeH9XhbSyHe36qGfmoIhYWFaGhoAAA22nF7ffhH3zJ+8/oCxvVO9jVlEgqdNTk4UpuJXdk03FYTzOYVKP1WKB1q2Fd9kGdnx7XYrh0jF501ufjSW+vxk1en8fOTs3hx1osHn5/AvW+tj/m1o0Ws0c52iGgIQnWdhRsYJaQj5MBoLOcba0rPZrPxKhdwra0joaOjA2azGefOncP+/fsBAC+88AJommbJIxpoNBoAiFrzEUgComEYBmfPnoVUKk2YnTMpnJOLTkhrYeBCAb2oqAg7d+4MuCHirZ0QxeiKigrU19eHvVH4Hoe8bmVlZYBnz0aIZOdsNpvR1dXFtogTIuCjYluarcQ3r92JD3dW4IcvTeLZQR3+1ruMp/uWcHVDFj61u5J9LY+PxhM9Ovzi5AzmzWuNF3IphfaqbFzZkIvL6nKQqZSzUZREUsVqdRkMBgwODsLn87GT22q1Oq5aWqpMgk8dqUa+3INvvryMp/pW8B9X1iQsqgmHaKMdrze2GtVWIJroK5hwhRwY5Yt4ajSJUgXYuXMnrrrqKtx222146KGH4PV6cccdd+Dmm29mO87m5+dx9OhRPPLII2hra8P4+Dgee+wxXH311VCr1ejp6cFnPvMZvOlNb8Lu3bujPvaWEw1FUdi9ezfr9ic0iJQMKZz39PQkxGUzXGt0rETDMAwmJiYwMTGBlpaWDSOwaI/DMAwmJycxPj4e1euGOk4ooiENCvX19aioqABN0+vqMXxQm5+G776zCc+eHcJPTy1i0EzhqeFVPDX8GnYWpcPlpTFvdsHjX3vP6jQ5bu2owI2txUhPkbIkF9xQIJFI2MWIoijY7Xbo9XosLS1hZGSEHRYlQ4SxLBaHylWQSQC7x49xvQNNxVs34R0p2jGbzbDZbHA4HFuuUrARYpmjCTUwSkiH78AoX8Rr45wonbNHH30Ud9xxB44ePcoObP7gBz9gf+71ejE8PAyHY62mmZKSgueff561gC4vL8cNN9yAe++9l9dxk+KqSk9PF9zOmfi7LC8vBygJCOWySYQrjUZjxHRfLMcjNQ6LxRK1YGg0NRqu2Ga0rxvqOFyiIRYK09PT2Lt3L/Ly8kIW/fmCfH8qlwkPf/Aghgw+/OTENE5OmNZpn7WWZ+FHN7UgWxW4Q+UqM5BzYhgmoH1aqVQGDIuSHXBvby8YhmEXIrVaHVW0zTAM/tBrho8GCpJwoJQb7XR1dbE7561WKdgI8Q5scgdGAfAeGI3lfONJnSVK5yw3NzficGZVVVXA/V1eXr5OFSAWJAXRCA2uCVqwlIwQRONwOKDRaNh030Yum3wiGjIsybfteqMaDZHXoSgqLrFNLqH5/f4AQkxLS2MX8XhIhtTTaJpGW1sbUlNTsTPFh4KM0OfcNWvBlT84hTfvyEdHTQ72lmWhPEcR0LXDbc3m/gmOdvLz89m2WqvVCr1ez0bFGRkZUKvVyMvLC2n1O2Vw4OvPjOH0lBkA8InLKqHc5LQZX2RkZLC5dm5hfbNVCjaC0MoAfAdG+R473vbmi0nnDLgIiWYjKRmpVBpXbprUY4qLi7Fjx44NLyY+rp58Xzv4OOEIzWw2o7u7G3l5eWhqaop7Z8gwDFwuF7q6uiCVStHe3g6ZTMa+z0hF/41A5IYyMjLQ3NwMqVSK16dM+PxfhrBgcYEC8KHOCnzy8mrMmpx4qncZT/UtY97swl96lvCXnrV5AHWaHHvKsrCvLBN7yrLQXJIBhVy6jnTIvE6oaCctLQ3p6emoqamBx+Nh26fJfJRarQaUWejRM3h1woxTkyZ4/QxSpBSuq0/BO/YI23AiNIKbAUi0U1ZWllSabIDwVs5cRDMwytdhNJ7UmcPh4FVo3w64aIiG2x4dyQRNKpWyE/uJeP1Qx9soouHWevi8NhfhiIZbO6msrIz7ZqUoClarlSWuXbt2sYs1OY9YQfTNysrKUFdXBy/N4L+fG8PDp2bBYM3H5v5rd+JAZTaAtTrOp6+owaeOVEMzt4rnBnXQzFnQv2iFwe7FC8N6vDCsB7DWHbajKB1l2UoUZqaiKDN17e+Mtb/zM1IgAdiZneBox+ahYaDTMC+VYVaaiSndKgb6LBg16gPew6HKTHy0NRMKny1p0k7hEKnrLFRthxvtyOVy9uebEe1sptZZqIFRg8HAy2E03hrNxeSuCSQJ0cR7Q3JrGhsZffGJMAiirceEO14kovH7/RgYGIBer49LCy24RhNpuDMekOFOQlzxFv0J5ubmWFWCkpISeP007v5jP46fJ4ob9hXjc2+pQ1rq+kuWoijsK8/CvvK1793jozGwaEX3nAXauVV0zVqgt3nQt2BFXxiTNQkFqFKkYJg1vxqShmQYgGYYeCKoQjcXp+FAcSp2ZHiR5rPApV+FTyaDTqfb8pRTJPBpb97qaGerRDW5DqNVVYFdi0NDQ/B6vSEHRuOp0fCdo9kOSM47gAdsNhu6u7uhUCiiqmnwnWtxOBzo7u6GTCbbsB4TCpGIjetNE68WGrkJSbdVsPJyvCC22R6PB/X19aiqqhKk6E8UBBYWFlgFAR9N454/D+D4sB4pUgkeuH4X3rwzeqJMkUmwtzwLe88Tz5qumQsDizYsrbqwtOrG8qobS+f/rFjd8NEMbO7IG5C8NDlKz1tNl2aloiJHgbbKLBRmKtiUHE3TGBkZCTD/IgtRXl4elEpl0kQ6sc7RbHa0I0S0LBSiHRiNRzZGJJokw9LSEvr6+lBeXo6Ghoaobho+zQB6vR5arTammglBuIiG1E3UajWampri1msi52az2aDVatcpL8cDUvQ3m81QKpXIyMgQhGTI69rtdhw8eHBNQYBm8PknB/HPAR3kUgrff1czLqvn7z3EBUVRKM1WojQ7dG6dZhgYbB7YPX5QFECBOv838amhkKOSQ5VyoYuN2z5N/gBr34NSqUR6ejp2797NthOTRTg1NZVdhLdap0uogc1ERzvJRDRchBsY1evXovAzZ87ENDDqcDguKhtnIEmIJpYLjyg7t7S0oLCwMOrnRkM03HrMrl27UFpayuv8go8X3HxAupiEqpsAF27C06dPo7S0dJ3ycqzgdqu1t7fj7NmzWF1dRVZWFqRSaczn7nK5oNFoIJPJ0NbWBrlcDpphcO9fh/B03wpkEgrffWf8JBMNJBSF/IxURBszkc81VPs0TdOw29ccP71eL1JTU1FaWsouRMFpF+6w6GarEidCGSAR0Q6JDJKNaIJB3nt6ejrm5+fR1tbGkm60A6MMw4gRTTKAtL66XK6Y0kIbEQ3XOmCjek804EY0NE1jeHiYTRPFYxMdjPn5eQBAXV0dqqqqBHnN1dVVdHV1ITc3F7t27QIAFBUVYXZ2FpOTk2w6KC8vj1dKcXV1FRqNBmq1OkBJ4SevTuMvPUuQUhQevGEXrmgU7vNJJEjajGEYDA0NwWg0oqWlBQDWtU/n5uYiLy8PDQ0NsNvtMBgMWFlZwejoKFQqFbsIx9JSyxebIUEjRLSTrBFNOJAOORLthBoYHRgYYNvlc3NzAwZGbTZbQtqbv/GNb+Dpp59mVevNZvOGz2EYBl/5ylfws5/9DGazGYcPH8aPf/xj1Nfzk1baVkTDlZLp6OiIKfcbiWjIDItcLo9r1iTU8Yh4pcfjQUdHh2BdJVzlZQCCabgtLy+jp6cHtbW1qKqqYnfrVVVVqKqqgs1mg06nY+cOMjIykJ+fH3bGhECn06G3txfV1dWoqqpif2/e7MJPT0wDAL769ka8ZWdByOcnK0ga0OFwoK2tjY1ONhoWLS8vR2VlJStuyG2p5Q6LCnEtBmOztc5ijXbIwp0sta2NEGqGJtLA6OzsLACgu7sbUulaC34iIhqPx4Mbb7wRHR0d+MUvfhHVc7797W/jBz/4AX7961+juroaX/rSl3Ds2DEMDAzwqiknBdFEcwHNzs5iaGiI3bHHetGFIxqdToeenp6Qhl/xQCKRwOPx4NSpU1GLV0aLYOXlV155JW4BT670ze7du1FQUMC2/HLrMaQTh2tIptPpMDU1BZlMxkY6arUaUumaJMzMzAzGx8fR1NS0Lt35wHNjcPtotFVmJ/38STDI90BRFA4ePBiQEuEzLJqXl8fa/NpsNuj1eiwsLGBoaIjd/Qopl7LV6s3hop3gJopkaqCIBtG0NocaGH399dfx2GOPYXFxEbfccguuvfZaXHXVVYJpQH71q18FADz88MNR/T7DMPje976He++9F9deey0A4JFHHkFhYSGefPJJ3HzzzVEfOymIJhL8fj8GBwexsrISICUTK0JZORPtr6ampoh2prHAZrPBZDKhtrYWtbW1gt0woZSX4xXwJDYHRqMRhw4dYqWBNir6p6amoqSkBCUlJaBpGiaTCXq9HiMjI3C73cjJyYHP54PD4cD+/fvXpSNfmzTh2UEdJBTwhavCC4cmI0hXYnp6OjtgGg58hkVVKhUqKytRXV0Nj8fD7n61Wi0oigqIdmJt+Egm9eaNoh2apjE0NLTl8v/RgO8MDRkYvfvuu3H77bejqKgIn/70p/Haa6/h5ptvxl133YV77rkngWccGpOTk1haWsKVV17JPpaVlYVDhw7h1KlTFw/REOl9IpsiRLGUtBuTrqFo52/4gmiAzc/PQ6VSoa6uTrDXDqe8HA/RuN1udHd3g2EY1oogkodMOHBFKxsbG2GxWNDb2wuPx8Pql5FoJysrCzSAbz6zZg5384FSNBRunyKoxWKBRqNBYWEhGhsbeS3a4RoKQg2LSiQSFBQUoKioCDRNs9I4MzMzGBwcRGZmJvuZ85HCTyaiCQY32jGZTOjt7YVEIlkX7SSbJhsQn84ZaSR573vfi49//OOgaZo1+9tsENfN4OxDYWFhREfOUEgKogl1kZDW4lDS+/GA7ITsdnvCrJyJv47NZkN9fT3vLyUcNlJejiThHwlWqxXnzp1DTk4OmpqaAAhTgHU4HOjv72d9dBiGgcFgYL9bAJjypGNMZ0e2UoY7Lq+O+VibDb1ez9awKioq4l7oQkU74dqn09PTkZGRgdraWjZtye1sIgtwbm5uxJ1/MhNNMGQyGetDtNUqBRshXp0zUr8D1r7vSLWQaN01d+zYEdP5CIWkIBouuItprHIskUAugNdeew1lZWVoaGgQNE9tt9vR1dUFhUKB9vZ2mM3muOsmQHTKy7FENCsrK9BqtaipqUF1dTW7wMU76W82m1mPHu5nXFRUhKKiIjAMA4vFgueeGwMA7Mr0YKxfy0Y7aWlpSbsIzs/PY2hoCE1NTYIb6AGR26e5cj8URUEmk6GoqIhNW5I6x8TEBPr7+5GVlcXWyoJ3/tuFaIJVAaKt7eTm5m7JdRSv/AyfqDRad81YQK7t5eXlAO215eVl7N27l9drJQ3RUBQFr9ebsFQWcEFTDAA7wyIkdDodtFptAIHFInkTjGiVl/kQDXdWiMwiCTGECQCLi4sYGBhAQ0NDSI8eYO37zs7OxqR17TjHWutRWEhBr9djfHwcqampyMvLQ35+PnJycpKitZU0SszMzLAqBpuBSNFOcIotOzsb2dnZqK+vh9PpDBgWJWrMZOe/XYgmUtNCsmmyAcK4a0b7vUTrrhkLqqurUVRUhOPHj7PEsrq6itOnT+P222/n9VpJQzTErjhaKRm+IHpoq6uroChK0BkW7qId3FAQr5UzH+XlaImGpmn09/dDr9ejra1NsEl/7kK8Z8+eDT9jt8+P/sU17bFDtfkoz1Wyg41GoxE6nQ79/f3w+XwbzuysuryYMTphc/vh8HD/+C782+uHPfjnXj9ohkGOUo4cVQqyVXLkquTIUcmRff7vHJUcWQoZlmfH4bCYcPDgwS0bqNso2uE2FKSkpKCkpGTdzn9kZIStmS0tLaG4uHjTh0X5gI/OWTJEO/G6ayZKFWBmZgZGoxEzMzPw+/2sJXNdXR17Pe/YsQP3338/3vGOd4CiKNx55534+te/jvr6era9uaSkBNdddx2vYycF0dA0jXPnzqGoqCiiXXGsINLzRJbl1VdfFcxojZvSChWFxVOg56u8HE2NxuPxoLu7G36/H+3t7UhNTY2p6B8MIg5qNpujXoj7Fqzw+hmo01JQnnMhDy2VSgP0pLgzO9q+QVglaViFCiseOabNXozp7Fhadcd03nyRIqWQ29WDuvw07D1vQbC7NBMZiq25lfi0TxMVgvr6etjtdpw5cwYmkwnT09NQKpUB0jjJEEESxCqoGcramRvhJSraiSd1ZrPZEtbc8OUvfxm//vWv2f/v27cPAPDiiy/i8ssvBwAMDw/DYrGwv3PPPffAbrfjox/9KMxmMy655BI888wzvHUZk4JoJBIJDh8+nBDdJ9KhVV5ejvr6ekgkEsFcNklXnEQiCZvSiiV1Fqvy8kakRlqis7Ky0NzcDODC5Ho8A3FkjgQAa1QWDYhT5u7S9QOePprGjNGJ0RU7RlbsGFtxYFRHY8YoBc24AKy3eshPT0GWck2TbN0feYjHzv+hAJidPpgdXpgcHhgd3vP/9sJo92DF4oDNy8BLAx4/w4pxnhg3rn12WLMsWCOeNfKpyVNBsslpqWDSARA22iELBWnJJi3pAwMDAf4rfFUfEgGhlJuVSiXKysoSHu0IUaNJBB5++OENZ2iCN6oUReG+++7DfffdF9exk4JogDUPCCGK5gREbXhychLNzc0BxSwhiMZkMqG7uxsFBQXYtWtXxBwyn/fl8/liVl6ORDSkflRZWYna2lrBiv42mw0ajQaZmZm8xUHTzotUun00vH4aZ6fNOD6sR9esBRM6Bzz+0O8lWylHQ0Ea6vJVKE2XIFfqgspngcTnQk6Okq3txJsOIo0dOTl52LlzJ9x+wOTwQm9zo2/BCs3cKrRzFsyZXRjT2TGms+OP3YsAgEyFDLtLM3GgMhvX7i5CYebmLtbkegwX7dhsayTv8/nYnT83gjQYDFhaWsLIyAjS0tIChkU3O9pJhEVAIqMdmqZjjo4SaeO8lUgaohESpL3YarWG7NCKl2hmZmYwPDyMxsZGlJeXR1yoiQZWNIVXIoETq/JyKKLhmqo1NzejqKhIsKI/MSorLy+PaRg1W7n2/k5OmHDpd/6FVZcv4OdKuRR1+So0FKajPj8NdQVpqC9IQ15aSshj2e126PV66HQ6jIyMQKVSsbI4fLXDSNdcaWkpO6ukkq551pRmK7CnLAvvaVv7Xb3NA+28BdrZVWjmLOhbsGLV5cOJcSNOjBvxwxcncXRHHm4+UIpDVdlbUoDnRjtktqm8vBypqakhh0XT0tJQVVXFuk3q9Xr09vaCYZiAYVGha6mhkEh3TQIhox2/3x/z5+JwOC460zMgiYhGqAuJ60/T0dER8guPlWi4umL79++PquuIu6OMtNsnFsHxSOAEEw0ZkNTpdDh48CAyMzMFI5lgo7JoYXZ68fKIAc8P6VhTMwBYdfmQq5LjSGMeLqtXY0dhOkqyFbzST0TEsLKykl0gSSQHIKChIBKJr6ysoK+vD/X19WG75rjIS0/B0cZ8HG1cS3F6/TRGV+zonrXgmYEVnJux4NlBHZ4d1KEmT4WbD5Ti2t1Fm1LXsbt9AWZxJpMJGo2G1ZoDNh4Wzc/PZ90mV1dXYTAYWAVy7rBoJI27eLDZpmfxRjvJmjrbSiQN0QgBbj0mkj9NLHUTt9sNjUYDn8/HS6WAXHCRLj4SIcU7N8R12eTqoB06dAgKhUKQoj+pHy0uLqK1tTUqR9ClVReOD+nx/JAOZ6ct8IdoWPjRTS24rF4NqUSYhSrYjtdisUCv12NqaoqdLyHRDneHOjMzg7GxMTQ3N6OgIDZhT7lUgl3FGdhVnIH3tJVhZNmG356dx197ljGhd+Cbz4ziu8cn8PbdhbjlQCkaE6SGMGdy4tqHzuDYrgK852AZCuQu9Pb2orGxMcD6IpZhUaJxR1qJZ2ZmAlQhwsngx4Ktctck4BvtxNveLBJNkiJSPSYUZDIZL6IhqtHZ2dk4cOAAr4souDjLBTdCisfGmXsskmPv6upCRkYG9u3bB4qiBCn6EwsFu92Otra2iCH+8qobf+lZwvEhHXqD7JMbCtJwdEc+rtyRhw//Rguz0wt1mlwwkgkGmdnJzs5GXV0dXC4XdDrdupkdsnC2trbysuveCA2F6fjKNY24+8pa/LVnCb89O49xnQN/OLeAP5xbwK3t5fjM0RrIpcIupseH9XB6aTypXcKT2iVUZzB4T1sZLikKf3/wHRYtLCxEcXFxgAz+1NQUBgYGkJWVxRJPPMX1rSYaLqKJdhiGgUqlgs/n412rsdvtca8DyQiKidVvVGD4fL6Y0llkyNNms2Hfvn1R+ThotVqkp6ejtrZ2w98lLca1tbWorq6O6Wb55z//iUsvvTRgYeZGHK2trYLMMfT09ABYi+wqKipQV1fH7kjjTZVxjcr27NkTdre6tOrCz/81g8e7FuD1r11aFIB95Vk4uiMPRxvzUZF74b3e+Xgfnh3U4d92F+L/Xbcr5vOLFX6/n50tcblc7IxVLD470YJhGLw+bcZjr8/j2UEdAGBvWSa+c0MTirNit/MOBe2cBT99aQSvTFrhZ9a+//z0FLxrfwnetb8E+enRv7/gaIe7dHCjIolEApfLxS7ARqMxruL66OiaFh5fD5TNBol2BgYG2AF0vp1sH/vYx1BfX88qLV8sSJqIJpZFkNRjlEolr+J5NJ1gsbYYh0Jwqi6U8rIQcDgcsFgsaGlpQXFxsWD1mHBGZVyEIpjW8iz82+4iHGlUh13QPnK4As8O6vB07wo+eXl1WLvlRIGmaczMzEAul+PAgQPwer3Q6/UBPjuki02oGgRFUWirykFbVQ6eG9Th3r8OQTO3iht+ehb3X7dTMFdRhmGQ5tLhxjI77r5iN54ZteJ35xags3nwPy9P4SevTuPYrgK8t60Ue8o2VuHgMywql8tRXFyM0tLSsIZnXGmcSIini2szQaIduVyO+vp6qFQq3p1sRBngYkPyf3thsLy8jN7eXlRUVPAe8tyoGcDr9UKr1cLpdMbk4hnqeITYwikvxwOSgltdXWW1xIQiGVIYr6mpCTk0GopgDlRk4Y7Lq9FWtXEKoLkkEx3VOTg1acKvTs3i3rc2xHyufEGkfRQKBfbt2wepVAqFQoGMjAxWnl+v17NKycQzJj8/f0PBymjx5p352FGUjrv+2I/+RStu/20PPnK4Ap86Ug1ZHOkihmEwODgIvV6PgwcPIi0tDf9ekoePXFKJ5wZ1ePTMHDRzq3i6bxlP9y2jpWStnnTVrgKkyKI7bizDosDahogswGNjY1AoFAHDosGp6WRKnUUDUo8NVdsxGo0RO9kS1QwQi7vmrbfeGjDgCQDHjh3DM888w/v4245oiPz+1NRUSAXjaCCVSuH1ekP+jNQ3iOKwEAVNEtFMTEyEVV6OFV6vFxqNBm63G0VFRTHL+weDtEVPTEyENCqLl2C4uO2SSpyaNOFP3Yu4/U1VUKclvmXWarWy0j47duwIuZARCReuYKVOp8Po6CicTidryxzvzE55jhKPfrAV335uDI+9Po+f/2sGepsH37x2Z0yvR9M0+vr6YLVacfDgwYBzS5FKcE1zIa5pLkT/ghWPvj6Hv/etoHfBis89OYgHnhvDja0luGl/Ka/ZHz5eO6mpqSgtLUV5eTl8Ph9MJhMMBgOGhobg9XoD2qcVCsW2I5pQzQDc2k4oHbozZ86gv78fXq83IYPrsbhrAsBVV12FX/3qV+z/Y00lJ02NhqbpsIs/gdfrRU9PD+x2e9T1mFAYHx+H3W7H7t27Ax4n0UYsUVIkvPzyy1AqlXA4HGhtbQ2pvBwL7HY7zp07h7S0NOzevRvj4+MwGAyoqqqKyxCLmEzpdDrs3bs3QFZHSIIhYBgGN//iHHoXrLhpfwm+ck1jTK8TLYxGIzu8Gmvdjczs6PV6mEymuGZ2uPhH/zL+408DYAD89kOtUaW0uCAzZF6vF/v27YtqnsNo9+DxrgX8/twCK+Ujk1C4ckc+3tNWitbyrLjuheD26VC1HdLIYrfb2QXYYrFApVKBpmnk5uayyh7JjpdeeomNIqOB3+/HyZMn8eijj+KZZ57B6uoqLr30Urz1rW/Fv/3bv6GxUbj74eGHH8add94ZdURjNpvx5JNPxn3cbUM03Ehj9+7dcUUaU1NTMJlMrNYP1744mq41PnC5XHjllVegVCp5ybNsBDJ3U1ZWhvr6etA0Dbvdjvn5eej1enbHTTTDotUmImTu8Xiwb98+9nmJIBguTowZ8NHH1poZPn+sHu87JKw9BAFRluY7/xMJ3JkdvV4PhmECGgr4Xqtf+MsgntQuYW9ZJh79YGvUizxpMJFKpdizZw/v1J6PpnF8SI9Hz8zh7MwFvasdRel4z8EyXNNcAIU8vt02t6GADDKTJYiiKDYKl0gk8Hq9MJlMGB0dhc/nC3AWzc3N3XJpnFBgGAYvvvgiOjs7eeuBMQyDffv24ctf/jJsNhv+8Y9/YOfOnXjggQcEOz++RPPkk08iJSUFOTk5uOKKK/D1r389JpfjbUE0S0tL6O3tRVVVlSB1jdnZWbalmKg6WywWQaMNYK0tuqurCzRNC7qwceduSLE1uB5jt9uh0+mg0+lgsViQnp7Okk64orbD4YBGo4FSqURLSwu7UP2pewFf/8co3L61OpOQBMPFz/81jf8+PgEKwPff1Ywrdwgnf85NBe7evVtQ9e7g45CZHb1eD5vNFnZmJxxWrG689Uen4fT68eD1u3B1c2HE3wfWNjRkI7aRpXQ0GFqy4bHX5/BU7zJc57/3bKUc79xXjJsPlqJEoO64aKIdrVaLgoICZGRksNHO6uoqMjIyAqRxksHywO/34+WXX8all17Ke4PBMAwaGhrwxBNPoLOzMyHnx4dofve730GlUqG6uhrj4+P4whe+gPT0dJw6dYr39ZU0RMMwzDrLUoZhMDo6iunpaezevXtdnSBWLCwsYHZ2Fi0tLeju7oZcLsfevXsFldPgKi8vLS2hoqIibqKhaRrDw8NYWFhgZz2iKfp7PB4YDAZ2xy2TyQKK2kRUUavVori4mB12dfv8+MY/Rln9rtbyLHzqiPAEQ8AwDO77+wh+f24BqTIJHn7/Xt6po3CvOzw8jOXlZezbt0/QzcRGcLlcrCyO0WhkZ3by8vKQk5MT9ob98StT+OFLkyjOSsUzd7RHnLEhmmy5ubmCutECa0oOf+pexG9fn8eCZU3IVEIBVzTm4cOdFYJ8PwTh2qe1Wi1KS0tRWFjIRjvkmibt0yTaycvLE3RYlC88Hg9OnDiByy67jPdizDAMSktLceLECezZs2fD34/FXZMP0QRjYmICtbW1eP7553H06FFez01aoiGdX6SuIWQnBhEL9Hq9KC4uDlsMjgXctug9e/YgPz8fZ8+eRWFhYVRyJuFAPg+Xy4V9+/ZBqVTGNCND0zRMJhMb7Xg8HqSlpcFms7GzQgAwb3bhzsf70L9oBQXgk0eq8dFLKhOuSOyjaXzy9314edSAHJUcv/3Q/oC5G74gNg6krreVvivEZ4dEO6TwTaIdbirI6fXj0LdehY9m8Mwd7WE/g9XVVXR1dQVosiXk3GkGL46spdVOT5kBrBHOxy6pxO2XVcXVIRf2mOcbaObm5rB37142FRWcYqNpmpXGMRgMsNvtAdI4fBwr44XT6cSpU6dw5MgR3sekaRo5OTkYHR2NasZPp9PBYDBE/J2ampqADXQ8RAOsGa19/etfx8c+9jFez0vKrjPSEZSWlhaTuGQkEN96h8OB5uZmQa2iwykvx+NJA1zYsapUKhw6dChgLodvZxlXJqShoQFDQ0NYXFyEUqnE+Pg4dDod5rzpeOBfBlhcPmQpZXjw+iYcrt0cN0mZRIIHb9iFW3+tQf+iFe//dRe+/Y5dMUVRpGZBURQOHjy4ZbtcglA+O9yZHZLezMvLg1Shgo9e2wOq00KfN2lq4OqWJezczzcHXLkjH6Mrdvz0xDSe7lvGj1+dxqlJEx64fpegM1CkbrqwsICDBw9CpVJFdBbNzMxEdnY2amtrA4ZFp6en2Y4vEkUmciaHtDbHQmwOhwMMw0Td5JRId81QmJubg8FgiKmGnTREQ74YoesxXBBnyZWVFaSkpAhKMpGUl+MhGqPRiO7ublZsM1h7Klb4/X709/fDYrHg0KFDSE9Ph9Plwo+Oj+Dhc8tgAFRmUPjCZbnYmbO5swxpKTL87y0t+OAjGkzoHfjgIxp8/FJ+O2eHw4Hu7m6kp6cLUrMQGhRFISMjI+zMjs61dt2r5BKkhjh1Mt8UrFu2GagvSMMD1+/CkQY1/uvpYWjmVvGOn7yO/7qmMap60kYgWQFSR+V2b/EdFiVt6aG0yciwqNBrTKzXmsPhAICEzNHwdde02Wz46le/ihtuuAFFRUUYHx/HPffcg7q6Ohw7doz38ZMqddbb24vZ2Vns3r07ZkHDcCDDeQBQW1uLvr4+XHHFFYK89kbKy729vVAqlairq+P1ukQhd8eOHezQlxBDmFyjMlKbWnV58fknh/DiyJqi8vV7ivDxtlysmtZqOzRNx9VJFQvsHh/uf2YMT2gu1Ii+ff2uDQvRq6ur6O7uRmFhIRobG5OiSMwHNE3jhb45fOrJcRSpgC/s9bP1h7y8PJjNZgwNDcUl/CkU5s1O/OcTA9DMrQIArttThC++tR5pKbHtYcmgqcFgwP79+6OSzA8eFg3XPg2sLeYkfWk2m5GSksJGO6GGRfnCZDJhcHAwpmL+xMQE9u/fD7fbLfjGKNTwJRDorklRFH71q1/h1ltvhdPpxHXXXYfu7m6YzWaUlJTgLW95C772ta/FVCtPGqLx+Xw4e/Ys6uvrBWd0s9mM7u5uqNVqNDU1sXnUN7/5zXG/djTKy/39/ZDL5WhoiG7qnRSv5+fnsXfvXuTm5gbs2OI1Kuvu7kZWVhZrVDaybMOnHu/DjNGJFKkE9761Hu9svdC4QOThSV2HCP+RNE+i/TOe7lvGfz01DLvHj0yFDF97+w68eWfolIFer0dPTw9qa2tRUVGx7UgGAGiGwV1/7MezgzpcUpuL715Xx0Y7RuOaqyep+cUzsyMUfDSNH788hZ+cmAbNAJW5Sjx4fROaSvjNuRFbC7PZjAMHDvBuDyavETwsGq592u/3s8OiBoMBHo+HVTBQq9Ux1fOIUOuhQ4d4P7e3txdvfetbYTabt+V1GwlJkzqTyWRobW3d0POeL0hUUF9fz0qoEAmaaMzIwoGP8jIfWwJS53E4HDh06BBUKhV7rkIZlVVUVKCmpgYUReGp3mV85akhOL00irNS8f0bm9FcEtiVRVEUsrKykJWVhbq6OjidTpZ0uAZj+fn5yMqKb7gvFK5pLsTu0kz8x5/60btgxacf78M1zYW4/U2VqMm7kFaZn5/H0NAQmpqaBFNe2Ao89MoUnh3UQSahcPubqpCWlgaVSgWv14vV1VVUVVXB4XBAq9UGzOxslhFZMGQSCT55pAYdNbm4588DmDY6ccsvz+HOK2pwa0d5VA0kRM3AZrPh4MGDMc/IhNNjC+e1QyJFhmFYaZyVlRWMjo5CqVQGSONEQ+iiRUBoJE1EA6yldIQ6HW4r8J49ewLmJjweD1544QW8+c1vjumi4Ku8PDw8DJ/Ph6ampoi/x63z7NmzJ0AjLd5IZnZ2FiMjI9i1axdbzHv41Ay+/dw4AKCzJgcPXL8LOSp+C5XX64XBYGBbeLl6YGq1WtAUgNdP44cvTuLnJ2cArKlCH9tVgI9eUgG5fQUzMzPYs2dPVIZ0yYrnBnX49ON9AICvvX0HbthXHJBOam1tZWsW3EiTO7NDPv94pPljhdnpxVf+NoznhtZUqTtrcnD/tTuRnxGeOGiaRk9PD5xOJ/bv358wsgweFuXWTckmjkQ7Pp+P9doxGAzw+/0B0jjhiHBxcZH1auKL48eP4z//8z8xMjJy0UU0SUU0Xq83ru4sAo/HA61WC7fbjdbW1nWpHb/fj+eeew5XXHEF74uaq7zMHWqMhLGxMTidTrS0tIT9HZPJhK6uLhQXF6OxsTEg5I8nNcI1KtuzZw8beZ2bMePWX2vgZxh8pLMCn76iJm4/GFJ41ev1WFlZgdvtDmjfjSUVEgr9C1Y89OpUgEPnnjwKn3nLDrTVbc9IhmEY/HNQhy/+ZQhOrx/vO1SGzx+rD9jpt7a2RvwMg2d2UlJS2M8+0sxOIt7LH7sXcf8zo3D5aOSq5PjGv+3AZQ3rh2T9fj+0Wi27advMzsBww6LBKTbSIUg2VKurq0hPT2drO9xhUdKZFc0cTDD++te/4oEHHmDrpxcTLjqiiYYIGIbBP//5T1x22WW88rCxKi9PTExgdXUVe/fuDflzkt5rbGxEeXk5ewPEmyojqgdOpxN79+5lCdfs8OL6n76OpVU3rmkuxLffsVPwHRRJRYRSJygoKBBktmFgwYIH/96L0wtekIv4ktpcfLizAgcqsxNmpCY0tHMWfPvZMXSfL6h31uTgoXfvBmgaWq0WPp8vat0yAlJ/INGOx+MJsLIWivQjYVxnx388MYDhZRsA4L1tZbj7yhqkytYIz+fzQaPRsNIrW2kFsJHXDjfa8Xg8AdEOADbScTgc7OgEXzz22GP4zW9+gxMnTgj2vpIFFxXRkNbo6upq1NbWRlzInnvuOXR0dESVE2UYBpOTkzErL09NTbHOjcGvOzIygrm5OezZswdqtVqwzjLSZZeSkhKgDUczDD7xu168PGpAlVqJxz9yIMBTPlEg7btkyEwulweoE/CN2txuN6vqkFlah1+dXsDfepZZm2h1mhxHGvJwRWMe2qtz4tboSgTmzS5874VxPN23AgBQyiX4UGcFPtRZASnjR3d3N2s0F88izJ3Z0el07I6cRDuJlG9x+/z47+MT+M3pOQBAY2E6Hrx+FyqyU9Dd3R2zLluiEdw+HSna4Q6LWq1WyOVylJWVQa1W8/Iw+tnPfoZ//vOf+Oc//5nIt7YlSCqiidVlk2sdEK1UzfHjx3HgwIEAZeJQIJPlRIRzo98PBa62GgFR2bXZbNi/f3/Mk/6hQNp78/Pz16ke/PLkDB58fhwpUgl+9+H92FG0+cVHmqZZEUqdTgefzwe1Ws0ufBvt3MkAa05ODnbt2sW+vzmTE784OYO/963A6vaxv6+US3FJbS6O7sjDm+rVyFZu3eDmqsuLUxMmvDJmwNO9K/D4aVAArt1ThE8fqUFhZmqAbllLS4vgXWVcSSKDwZAQn51gvDxqwBf/MgijwwuFTIKbGmS4slqBvXv3Jt2MUzCicRYl39HQ0BCcTidkMhmMRmOAPcBGn+33vvc9dHd344knnkj4e9psbHui4S7YfKwDXnrppYCaRSiQqICiKOzbty/mTpj5+XnMz8+jra0NwJpMRVdXF1JSUtjdHHnf8Rb9l5eX0d/fH9KoTDtnwfse7oaPZvDlqxtw84HNHfQLBbLbXllZgU6nCxChzM/PXzdQZzabodFoIkqueP00Xp8244VhPV4Y1rPS9wAgpSjsr8jC7rJM1OWnoS4/DTV5qoRFPDTDYGjJhlfHDHh1zAjt3CobdQHAoaps/Oeb67CreO26JSRK3EwTXRTm1tX0ej0cDkfCWtd1Njc++8QAXjsvYXNsVz4euH5XQuRrEgWScQkX7YyPj0MqlbKK6haLhY12HA4HsrKyWOIJbtb4xje+gYWFBTzyyCNb8t4SieSKV3mC3JQKhQLt7e28ctgbuWwS5eW8vDw0NTXFtavkHstkMrHDhDt27GB3SkD8RX+iThxqkM/s9OKuP/XDRzO4alcBbtovjJJ0vOBOyBP5EJLiGR8fh0KhYHfbXq+XFSqNpBsnl0rQWZOLzppcfPGqegws2vDCsA7Hh/UYWbHjzLQZZ6bN7O9LKKAsR8kST11+GmrzVchUyKGQS6CQSZAql4RdEO0eH1ZWPVi2urFidWN51Y1lqxtLq25o51ZhsAeKxdbkqXBpbS4ub8hDW1U2u9hslm4ZF6TFNzc3Fw0NDXA4HOznT1rXSV0n2hbfcMiQMfhQrQN1aSr8btCJfw7oUJc/jU9cVi3gO0osyPsP5SxK2s/z8vLg8XggkUiQlZWFnJwcdiyAkM7k5CSbPs7MzERaWlpC3DWnpqbwta99DS+88AKWlpZQUlKC9773vfjiF78Ycb10uVy4++678bvf/Q5utxvHjh3D//7v/8YsbJxUEY3f72cHEzeCTqeDVqtFWVkZGhoaeN8AJ0+eRG1tbcgPjqu8HMq+mC9IX351dTX6+/vR0NCA8vJylmTiTZWRmR6DwYC9e/euUydmGAaf/EMfXhjWozxHiT999ADSN6EuEy/8fj+b4lleXobf70d2djbKy8tjNnabNTlxYsyIkRUbxnR2jOnssDiju+ZkEgqpMgkUcglSZBLIpRKY7N6ANF0oKOVStFfn4NK6XFxalxtSE2wzdcuihc/nYzut9Ho9aJpmU5x8Z3acTifOnTvHpjuf6lvGZ/88CAkFPPKBfWityE7cG9kEEFkXv9/Ppjs3GhYl0jjHjx/Hvffei/r6ehQXF+MnP/lJVKKa0eCZZ57B73//e9xyyy2oq6tDX18fbrvtNrzvfe/Dgw8+GPZ5t99+O55++mk8/PDDyMrKwh133AGJRIJ//etfMZ3HtiMahmEwNTWFsbExNDU1xSy9f/r0aZSXlwc8P5TyshDQ6XTo6ekBwzDsTI9QRX+i6uzz+QIUbrn4zelZ3P/PMcilFH77of1smmY7gNTf5ubmWAtcnU4XkOKJx0qZYRgY7F6WdMZ0doyt2DFlcMDu8bMePBshLUWKwsxUFGakBvxdrVZhX0UWUiLI/G+lblm0iGdmx+Fw4Ny5c6xtNvm9z/55AH/rXUZJlgJ//thBZCiSf/MTCqRF2+fzobW1la3DROssStM0ent78ZWvfAVTU1OYnZ1FdXU1brnlFvzXf/2X4Of7wAMP4Mc//jEmJiZC/txisSA/Px+PPfYY3vnOdwJYqz3t3LkTp06dQnt7O+9jbqtvlhTmjUYj2traYirMEwSnzsIpL8cLn8+HiYkJ+Hw+HD58mJ30F4JkiHBkWloa9u7dG7LQ2LewigfOD2Xew6kFbAcQEVSLxYK2tjZ2ULG+vj6gdXpkZARpaWks6fDpoqIoCnnpKchLT0F79fp6Hc0w8PhouHw03F4aLp///N80PD4aOSo5CjNTY44QFxYWkka3LBKC1SFIilOv12NiYiLszA6xGy8sLGR9jgi+dHUDumctmDO78NWnh/HA9bu23aAiGTYNJhkAAU0CwQ0FweK4zc3NUCqVuP322/Gxj30ML7zwApaXlxNyzhaLJeJQ87lz5+D1enHllVeyj+3YsQMVFRUXB9FEusicTie6u7shkUjQ2dkZt40rl2giKS/HA9I9BKxJ7BCSAfjL+wcjlFFZKHzn+XH4aAZv3pGPdx9Mzt1yKJBIze/3h5QkUalUqKysRGVlJbxeL7vodXV1QSKRsKRDjN1ihYSioJBL15oFBLayITU1ome3naBQKFBWVsaKvZpMJuj1egwODrIzO+np6Zibm0NZWVnIcYP0VBke+P/tvXtclGX+//8azojAcBoUkDMeUDnjsUzLEkUFK9v9ZMfd3A5qtbufDttuffpt9avW1tzM3bTdVTfbzRLU0jQLT3kolTNyEEQQgTkBMzDDnO/7+wdd9w6oCMw9M/fg9Xw8eiTDMFzDzNyv6/B+v173JuOhbaX4+oIctyeGIC/VdRpumZ/6nIxG4zUiM5AbWeNYC1BlZSUmT54Mf39/5OXl2WXMDQ0N2LRp06DbZlKpFF5eXhCLxf1uDw8Ph1QqHdHvFZTQ3AhygC6RSPqVs9oCEZqbOS+PFGLkGRYWhqioKJw7dw4mk6lf89dIaWtr4xo8B4s6UOtMON/cl/3+wt2D9xUJCVLt5+Pjg/T09JsKBbGFHz9+PFdFpVAoUFdX18+dICwsTBA582Q7sLW1FZmZmQ5N/LQH7u7uXMHApEmToNVqcfXqVTQ1NYFlWSiVfQ4O11ttpkYFYs38WHxw9DLeOHgRaRMCEBNsX5NWPhgoMsOdnFqvdiwWC1599VV0d3dzTso3YyTpmq2trcjJycHKlSuxevXqYY3XVgQvNC0tLaitreW65vm6WLq5uaGrqwuNjY2DOi+PhPb2dlRVVSEpKQnR0dHQ6/Xw8PDA999/z+1ph4aGDrtfgWVZXLp0CS0tLUhLS0NISMig9z91qRMWlkVC2BhEBTkvWXI4kNA7sp8/XOEfWEWl1WqhUCi4LSp/f39OdByZvEiw9i3Lzs7ul7UyGhCJRDCbzWhvb0diYiIiIiK4gg6y2rQ2AfXw8MDquTE4fakT56+o8WJhNXY+njFodLWzIdtlBoMBmZmZNu2AsCyLN998E5999hlOnz6NKVOmDOnnfvvb3+Kxxx4b9D7x8fHcv9va2rBgwQLMmTMHW7duHfTnxo0bB6PRCJVK1W9VI5PJRmxWK6hiAFIiSP5dU1MDqVSK9PR0XrcWGIbB6dOn0dvbi+zs7EF7aYYDmak2NzcjJSUFYWFh3PJYJBKhp6cHCoUCcrkcvb29CA4OhkQiGdJMmwSVESuboZwhkcPWX86Jxm8X8lPFYk9I5VVMTAzi4uJ4FwGj0cid63R0dHDnCmFhYQgKCrK73T459NVqtTf1LXNVOjs7UVZWdt0S9MF6dsxe/njwX1Xo1puxem40fn2XMN+v5DUkBqC2isw777yDjz76CEeOHBnUC9EWWltbsWDBAmRmZmLnzp033SEgxQD/+c9/cN999wHoMwaePHnyiM9oBCU0LMvCaDTCYDCgrKyMO2DjM+edOC9rNBoEBwff0H9suJA9VrVazTnsDtbpT2baxAcsICCAu+gNrOAxGAwoLy8H8N+gspuOh2Fx259PQq0z41+PpiMrRszL87QX7e3tqK6uxpQpU0ZcSTgcLBYL506gVCphsVj6uRPwbe5Iik1G4lvmKnR0dKC8vHzI1XPWPTtdXV2o7vHGR5VmiAD846EUzIoffMXuaPgWmQ0bNmDjxo0oKiri7To0kNbWVsyfPx8xMTHYsWNHP5Ehq5PW1lbcdddd+Ne//sU1lT/99NP4+uuvsX37dgQEBGDdunUA+tpCRoLgts7UajVKS0shFouRlZXFqz2FteHmhAkToNPpeHlccujv7u6OWbNmwdPT86aH/n5+fvDz80NsbCwMBgPneNzY2AgfHx/OfNLd3R1lZWUQi8VITk4e8t+j/Koaap0ZAT4eSJsg3DMA60bTgXEO9sTd3Z0TdpZludVmc3MzLly4ALFY3K901xaMRiPnW5aZmSk4Xy8+UCgUqKysxJQpU4acKT9mzBhER0cjOjoaZrMZ0zs6UN/TiKImPX7zeQXWLwxCfGS403J2rCEu2r29vbyIzKZNm7BhwwYcPnzYbiID9Hk6NjQ0oKGh4ZrjAbLGMJlMqKur46KkAeD999+Hm5sb7rvvvn4NmyNFUCsarVaLo0ePIiEhgfetk4HOy83NzZx/mS1YOwgkJycD6JstkwP/4T4HUqAgl8shl8thsVi4rvnhVFC9X3QJH5+6gtxpEqy/d/AcHGdBkkRlMhnS09MFcyiu1+u51WZnZyfXHR8WFgaxWDys19TevmVCQCaToaqqCtOmTRtx5zih12jB/VvPoalTh9kTfPHEZBZarZZb8YeGhjr8bI2IjFartTkvh2VZbNmyBX/84x9x8OBBzJ49m8eRChdBTa38/PyG7Kg8VG7kvHwzC5qhQNyiExMTERMTw22Vke7fkeDu7g6JRAKDwQCpVIrY2FgwDIPa2lqYTCZueycsLGzQWdXx+j778nlJwtp+IJCeKK1WixkzZvC6PWorPj4+mDBhAiZMmMB1xxMnCgD9gt0GW5042rfMGbS3t6OmpoY7k7SVMV7uWH/vVPzPP4txpkWHnNRJWJYefE3PDnkN7J2zQ3q5NBoNsrKybBaZbdu24fXXX8f+/ftvGZEBBLaiAfhN2RzMebmtrQ0tLS0jyvZmWRaNjY3cdo/1ob+t/TFkli+VSpGWlsZVfVzPfPJGnfGtKj3u/uAM3ETAyd/eBvEY57kVXw9yTiYSiZCWlubQsCtbYFkWarWaW+2Qgg7yGlgf7jvDt8zRXL16FRcvXuQiLviEuIz7eLih8MlsxIb0lTxb9+woFAoYjUa7hOsBfa93VVUVenp6eBGZnTt34n//93/x5ZdfYsGCBbyN0xUYtUJzM+dlmUyGS5cuYc6cOcN6XGvxyszMxNixY3kTGeugsvT09EFn+cSKhRykWoeKfVWrxpsH65ExIRA7Hx9+pKw9Ic7VY8eOxbRp0wRvET8YWq2Wu+CpVCruNfDy8kJ9fT3i4+MF41vGN1euXEFDQwPS09N5q9q0hmFZPP6vMpxrVuGZebFYO/9a402WZbmiGqVSyYXrkdWOLTk7LMtyVZ6ZmZk29V+xLIvPP/8c69atQ0FBARYtWjTix3JVBLV1xhdDcV4eydaZwWBASUkJRCIR5xZNvNlsFRmdToeysjJ4eXkhOzv7prN8X19f7iCVdMbL5XI0Nzdjb3Xf882O8uUEUAiQnJzw8HBMmjTJ5Wf5pKDD2p2gpaUFarUaHh4enE2Ore4EQqOpqQmXL19GRkbGNd3jfOEmEmH+xBCca1bhklJ73fuIRCKMHTsWY8eORVxcHJezY+0QMbBnZyiwLIvq6mqo1WpkZWXZ3OS7Z88erF27Frt27bolRQYYhUIzVOfl4QoN2QoJDg5GcnKfJxNfGTJqtRplZWXXDSobCtad8RaLBW9X/gDACB+tDCdOyPo1iTrrgqdUKlFRUYGEhARER0e7vMgMxNPTEwzDQKPRYPr06fD09IRCoUBtbS1nyUK22JxdQTVSyJZxS0uLQxwN4kP7qv0alb03uWcfXl5e/RwiyDbnpUuXUFlZiaCgIO6zcKOcHSIyKpXK5pUMAOzfvx9PPvkkdu7ciaVLl9r0WK6M4IRGJBKNaOvM2nk5LS3tpgeTxKp7KMhkMlRUVCA+Ph5xcXHXGOLZAgkq4+sC7O7ujkjxGLSqjRgfNwlpMb5QKBRoaGhAVVVVvyZRR13wWltbUVtbi6lTp464s1jokFm+tW9ZSEgIJk2aBI1GA4VCgdbWVtTU1AzaMyVUSDNyW1sbsrKyeM9NuR4JoX1icFnZCzPDDCsgzc3NDUFBQQgKCuqXs6NUKlFfXw9fX19u8kVydohrQ1dXF7Kysmw+7zl06BAef/xxbNu2DStWrLDpsVwdwQnNSBiJ87K7uzsnFjdiYMVaeHg4r4f+5OLEt3NvZJAP0Ay0qg0Qi8dDLBYjKSkJWq0Wcrmcu+BZJ1nawwqFzICvXLnCu7uDULiZb5l1sFt8fDzXM6VQKNDY2Ahvb2/uNbA1WMxekEkciSN3lG1OhNgHPh5u0JsZXO3ScwUBI2Fgzw5p1q2srORydoxGI3Q6HbKzs20WmaKiIjzyyCPYsmULVq5cadNjjQZcXmhG6rxMts5Ylr2uYJDa+c7OTsycORP+/v68iYx1UFlWVhbvWxBRPwVrXVX1b0j18/NDXFwc4uLiYDAYODuchoYGjBkzhismsOUQlUCeY2dnJ7Kzsx0yA3Y0I/Et8/b2RmRkJCIjI/u5E1hf8OzlTjASrJ9jVlYWr9HON8NNJEJc6BjUSDW4pNTaJDTWeHh4QCKRQCKRcDk7NTU10Gg0YFkWFRUVNvXsnDhxAg8++CA2bdqEVatWucSK1d4ITmiG86LY4rxsbdc98NzCYDCgtLQULMtyh/72CCqbMWOGXfyuIsV9j9mm0t/wPt7e3pzNO+kVkcvl3CEq2V4LDg4e9izbbDZzpoN8zA6FiLVv2Uif40B3AhIs1tTUxLkTkO878gJPYBiGO69w1usYH+rXJzSKXtw1yT6/o729HSaTCXPnzoWbmxu34rSOWw4NDR1SUcepU6fwwAMPYP369XjssceoyPyE4IRmqFy5cgV1dXUjdl4mbxiLxdLvzdPT04Pi4mKIxWJMmzat36G/rSKj1WpRVlYGPz+/IdnfjxQiNFcHERprPDw8EB4ejvDwcDAMg66uLigUClRXV8NsNvcrJrjZLJuItKenJ7KysgQxK+cba98yW/srCAODxazL1+vr67kVZ1hYGAIDA+1+ASMreo1Gc908IEeRENYnsI03qDyzBdKzplAokJWVxbUTWK84Sc8OKeoYrGfn7NmzuP/++/HWW2/hySefpCJjhcsJDdmSIfvFI63ht86CIMjlci63PT4+ntdD/87OTlRUVCAiIgJJSUl2fROSrTOp2jCiQ9SQkBDuILunpwdyuZybZQcFBXGrnYEfNK1Wi9LSUgQGBt6wrNzVcZRvmXX5urU7QVlZGQBwohMSEsL7hIXY4Ot0Ot6EdKQkDLPybKiQc6eBImPN9XJ2lEol2tvbUVtbi7Fjx6K+vh4RERHw9/fHihUr8Nprr2Ht2rVUZAYgOKEZ7AUiHeUmkwmzZ8+2ybZEJBL1O6dpampCQ0MD74f+wNCDyvgizN8LXu5uMFoYSNWGEWfRiEQiBAQEICAgAImJiVxfiFQqRV1dHZftIpFIuC3B0dwJ7yzfsoErTlK2W19fj8rKSl474y0WC8rLy2EymQSxIiUrmkuKXjAsCzce3lcDixuGch2x7tmJjY3l+qY++eQT7N69G2azGcnJyZgwYQK6u7ttipkfjQjOGcBisXBNkNZYOy9Pnz6dl5nkkSNHkJ6ejqtXr0KpVCIjIwMBAQH9igRsrSxraGjA1atXkZKSwrtNx2As2fwDmjp0+OfDaZgVx3/nttFo5JpElUolWJZFUFAQEhIShm086QoI1bdsYNwEcScICwuDv7//sMZpNptRVlYGlmWRnp4uCJdpk4VB5tsnYGZYfPfcbEQE2iakLMuivr4eUqmUl+KG6upqLFmyBMuWLUNoaCgOHDiAuro6bN++HatWrbLpsUcTzn8nDYGBzst8fchFIhGqq6shEokwe/ZsXg/9iVVNT08PZsyY4fAkxSixL5o6dGgd4jnNcPHy8kJERAS3rRMTEwOj0cgZT9pza8fRkGbdqKgoJCQIKxLbOm6CiD+JO/Dw8OBeh5sVdZhMJpSWlsLd3R1paWmCEBkA8HR3Q3SwLxqVvWhUaG0SGjLxk0qlyMzMtFlk6urqsHTpUjzxxBN46623IBKJ8O677+Ly5cujLjnVVoTxbrLC+kN8I+dlPtBoNDAajfD19UVWVhavh/4kuM3NzQ0zZsxwyh43KQhoVfGTuTOQgf0j1uafKpUKcrkcFy9ehMFgQEhICCQSCUJDQ12uK56kfsbHxyMmJsbZwxkUIv4RERH9ijpqamr6OX8PfB1MJhNKSkrg6emJ1NRUwU0MEsP80KjsxSVlL25LHNmuwMCGU1uFoKGhAUuXLsWqVavw5ptv9rtexMVd68t2qyM4oSFYm1fOmDGD1z1PYvnu6enJXTz4OvTv6elBWVkZgoKCkJyc7LQD8Qk/ncv8cLkL6+Zfv1dopBDrdLVafU3/iEgk6teRTZpEW1paUF1d7fSS3eEgl8tRVVWFyZMnOyT1k08GFnUQdwLyOpBmXbFYjOrqaowZMwYpKSmCLOAY/9MqpqVrZJMmlmVx6dIl3kSmqakJS5cuxb333ov169cL8m8mNAQpNNbOy7Nnz+attJKkOdbX12Pq1KloaWnh9dCfNN7FxsbaJfN+OCyZJsGHxy6j7Go3vqlRICeZH+cBcuhvsVhuWvZqfYAaHx/PBYrJ5XLU19fDz8+PKyYY7nmCvWltbUVdXR3vrg3OYKA7gV6vh1KphEwmQ319Pdzd3RESEgKVSiU4dwKWZXHqUieAvpXNSGhsbORW3raKTEtLC5YsWYIlS5bgL3/5i6D+VkJGcMUA3d3dOH369KDOyyOBNJ/J5XJkZGQgMDAQZWVl6O7uxrhx4xAeHm5Tch+xTU9OThaMn9fm45ex+XgTIgJ9sP+ZGfDxtG1LhEwAfHx8kJKSYtMWC6naIRbvnp6e3EonKCjIqR9gYg2Umpo6Km1zgD638OLiYgQGBkIikXA+YAzD9At2c3bVWUVrN37+j2J4e7jh+G/mIMBneOO5dOkSWlpaePFna29vx6JFizBv3jx8/PHHgttiFDKCExqj0YiWlhZERkbyNsO1LovOyMiAt7c3GIaB0WjkLEDIxU4ikSA8PHzITXEMw+DixYvXBJUJAZ3JgtzNP0LabcBzC+Lw5O2xI36snp4elJaWIjQ0dEQO04PBMAz3Osjlcu5iJ5FIhmXvbivW506kAnE00tvbi+LiYu61JO9z62A3pVIJrVZ7w3A9R/H6gTp8XtyGpdPD8acVycP6WeKzx4fIyGQyLF68GFlZWdixYwcVmWEiOKFhWRZGo5G3x9NoNFzQ1vTp0/vFA1iXLxPfKZJgKRKJuG2dG1XsEKsVvV5/06AyZ7G/UoYX91TD19Mdh9bORJj/8LchyYF4TEyM3bcEiRULeR1IiiVpErVXh7q1p1dGRsaorRrSarUoLi5GeHg4Jk6cOOhrSRyPSbge2eq0NVRsqOhMFtyx4RQ0Bgu2PZyGmcMo0798+TKam5uRmZkJf39/m8ahUCiQm5uLqVOn4tNPPxVMRZ4rMaqFRqlUoqysDNHR0UhMTATDMFwEwWAzcoZhuMopuVwOi8XCfcBIpgsJKvP29ubyR4QIy7J48J8lKG/tRn7qOPz/eVOG9fPt7e2orq7GlClTnHIgTvpE5HI5uru7OYt9iUTCmxiQwhOtVouMjIxR6c0G/LcXLTIycthl2iaTiXMnUCqVcHNz4z4P9iph/7JCipf31iBK7IND62YNuVmTT5Hp7OzEkiVLkJCQgM8//1ywn3OhIzihAfrKg22lubkZFy9eRHJyMlfuabFYhn3obz3Dlsvl0Ov1CAwMRHd3N8LDwzFlyhTBHwiWX1Xjf/5ZAgD44oksTI24+YePFE40NjYiJSUFoaGh9h7mTSGO0wqFAp2dnfDx8eFWOiP1/yK+ZRaLBWlpaS5Xfj1USC9QdHQ04uPjbXosMhEjr4XBYODcCfhcdT62oxRnm1V4dn4cnpoXO6SfaWpqQlNTEy8io1KpsGzZMowfPx4FBQVO83sbDQhSaIxG44jCz4C+D0FtbS2kUinS09MhFot5zZBpbm5GQ0MDvLy8YDQaOe8viUQi6DfiS3uq8VWlDBkTAvHJY+mD/h2I2aBMJkN6erogzyqs/b8UCgU3wybNiUOZYVv7lqWmpo7aLRGVSoXS0lLExcUhNjaW18dmWbafO0F3dzdnTRQWFjbiApsrnTrkfPgDRAC+e242V+I8GGRixEf6Z3d3N/Ly8iAWi7Fv375Ru8p1FKNKaEwmE8rKymAwGLgYVmKMyWdQ2fTp0xEWFgadTsetdNRqNQICAjjREVqPiLRbjyUf/gi9mcGf75uKxVOvX7JLtpE0Gg0yMjIEee40EOutToVCwTUnkibR62136PV6FBcXw9/fH9OmTRP8qnSkdHZ2oqysDElJSZgwYYLdf5+1O0FHR8eIqwn/cqQRW04247aEYGxdlXrT+/MpMhqNBvfeey+8vLywf/9+wX2WXZFRIzTkkNPPz48rvb3eof9IIKXRnZ2dSE9Pv+6S3DpIrLOzE35+fpzo2FI2zSek3Hl8oDcOPDPzmnJnUp0nEomQlpbmkvvRLMtCo9FwoqPRaK6pnBKqbxnfdHR0oLy8HJMmTUJkZKTDfz+x2SernaFGTlgYFgv/cgayHgM23D/1pj1gV65cwaVLl7i2BVvo7e3F/fffD4Zh8PXXX4/KwD5nIEihMZlMN41ZtoYEoEVFRSEpKanfob+tIkP8uxiGQVpa2pC2x0iPCDGc9Pb2Rnh4uMOyRG6Edbnzswvi8JRVubNOp+Oq86ZNmzZqyjdJrotcLodKpYKvry/0ej3Gjx/Pe5m2kFAoFKioqEBycjLGjx/v7OGAZVn09PRwoqPRaG4YJX6ivgNP/acCgb4eOP7rufDyuPFr1NLSgoaGBl5ERq/X42c/+xk0Gg2++eYbQW4ZuyouLzTWAWgkrIivTn+Sr0K2V0Zy8bVYLFx6pUKh4FIVJRKJUxoTSbmzj4cbPnhgGm5LDEF3dzdKS0sRHh6OSZMmjdoZPjFn9fPzQ29vL7y8vLhiAqF1xNuCTCZDVVUVpk2bhvDwcGcP57oQlwhS2OHr68uJzv/3XSsO1yjw0IwovJKTdMPHICJDzmJtwWAwYNWqVVAoFDh8+PCIc64o18dlhYZhGNTV1aGtrQ3p6ekICgriVWRI70hUVBRvjtHE6JCc67As268x0RGrCJZl8cxnlThe3wEPNxFeuSsKEt0VzjRytIqMTCbDhQsXON8y0jdFLnbOeC3sASlHT0lJQVhYmLOHMyRIYYdSqcTlNjl+9wNgYYGP74/HzImR1y3SuHr1Ki5evIiMjAybRcZoNOKRRx7BlStXUFRU5NA4j1sFlxQa4rel1+u5vge+Dv2BPp+r2tpaTJ482W5726QLm4iO0Wi86QE2XxgtDH63twYHL8ghAou1c8bh6YXD67p2JW7mW2b9WigUCuj1+n5Noq5S8kwuvqmpqS55sTSYLVi3qwonL3UiIdgTv8tw4xp2ybmOr68vryJjMpnwy1/+ErW1tTh69KjLiLOrIUihMZvN/SKWrSH2Gb6+vpylOV+H/tZBZY70ubI+wJbL5dBqtdyFTiKR8H6hY1kWDZcu4c9HW3Cive+2p+fFYu0dsaNuRTNc37LrleuSswQhVhMSiNceWd27GnqTBWt3VeJ0Yxd8Pd2wdVUqMqPFXKqrQqGASqWCt7c3DAYDNwm05f1qNpvx5JNPory8HEeOHBGMR+FoxKWEprOzE6WlpYiIiMCkSZPAsiy38rFVZKyDytLT051qQdLb28uJDrnQEdGxtdyYYRjU1NSgs7MTaWlp+KREiQ+PNwEAfpYZgT8sngh3N9cXG5Kk2N7eblMv0MCzhDFjxnArHUfYsAwFIqZ8nFU4A53JgjWfVeKHy13w9XTHlgdTkBUjvuZ+LS0tqKurg1gsRk9PD9zd3bkqtqH2ThEsFgvWrl2LM2fO4OjRo06pyrse77zzDn73u9/hueeew8aNG509HN5wGaG5evUqampqMHnyZERFRXHnMSKRyOZDXOugstTUVEFtlVhb63d1dWHs2LH9yqaHA/FmMxgMSE9P55rQPjvfije+vggWwD1TwvCnFcmDVvoIHWsx5dO3zGw293OcdnZhB8uyaGxsREtLi8uagPYaLVjzWQV+bFJhjFefyGRGi6+5X1tbG2pra5GWlobg4OB+wW4KhYLbeiZbbINVhzIMg+effx5HjhzBsWPHEB0dbcdnOHTOnTuHBx54AAEBAViwYAEVGntjsVhgNpsB/LdLvbW1lXuT8XnoT1yJg4ODnRpUNhRMJhMnOh0dHZwFi0Qiuens2mAwoLS0FJ6enkhJSbnmDOjgBTle2lMNM8NiVlwQNj0wDX7ertcp7yjfMuvCDoVCAYvFwp2xOcJe3zoxMjMz0yX7PbRGM575TyXONavg5+WOratSkT7h2hLl9vZ21NTUcJ//gVxvu5N44pHSafLZYBgGL774Ig4cOICjR4/abMfDF6RB+q9//SvefPNNpKWlUaGxN0RoiA9Vb28vMjIyMGbMGLsElRFrDiFsgwwVi8XSr1eH5MNLJJJrSnVJmXZgYOCgGT+nGzuxblcVdCYLpo73x5YHUxDsJ5zV3c2w9i1LT093WMMp8cMjFzpyxkYudHyLHcuyuHjxImQyGS9hXs5AazDjqf9UoPiKGmO93fHxqlSkRt1YZIZT4GAwGPq5E3h5eWH37t1YsGABzpw5gz179uDo0aNISrpx6bSjefTRRxEcHIz3338f8+fPH3VCI9gpa29vL0pKSuDt7Y2ZM2fCw8ODV88yUoMvpKCy4eDu7o7w8HCEh4dzeS5yuRyVlZVgWZYTHXd3d1RUVCAyMvKmZdpz4oOx/ZE0PPWfClxo78FD20vw8ao0RIqF7/Nk7VuWkZHhUN8ykUiEwMBABAYGIjExkTvAlkqlqKurg7+/P3euYz27HgnWcQZZWVmCLU4YDI3BjKf+XYGSFjX8vT3w8UOpSIm8dttPKpUOW2QAwNvbG5GRkVxfXWtrKzo6OrB27Vp0d3dj0aJFOHfuHEJDQwVROPHZZ5+hpKQE586dc/ZQ7IYgVzQdHR04e/Ysxo0bh0mTJgEAb4f+pP9GLpcjLS3N5m5iocGyLOf71d7eDpPJBH9/f8TGxiI0NHRIF+DLyl488WkZ2tUGSPy98PGqNCRJhDtrJq4GQvQtMxqN3Eqno6MD3t7e/ZpEh+skfuHCBahUKmRlZbmk0WOP3oxffVqO8tZuBPh44O8PpWJaxLUiQ/qe+HAOZ1kWb7/9NrZu3YoPPvgA1dXV+PLLL3HhwgVcuHABEydOtOnxbYGkf3777bdISUkBgFG5ohGk0BBbfnLoP5QMmaFgMplQWVkJg8GAtLQ0lzCMHCktLS24ePEiEhISYDabIZfLodPphtwfIu3WY/Wn5bik6EWAjwfeWDYZCyeHCm57kQTbhYaGCt63jLhEEOEB0C9cb7CqKYZhOLNTYhjranTrTVi9sxyVbT0I8PHAPx9OQ/L4a30DicgQ81pbYFkWGzZswMaNG1FUVIS0tDTue1euXMGECROc+p7Zu3cvVqxY0e+1t1gsXJGTwWBw2eZhawQpNCRmmc/zGJ1O1y/vfrRawlvHEQ+MltZqtVzZdE9PD8RiMVdMcL3ZsUpnwtP/rkB5azcAIDM6EC/cnXjdbQ5noFarUVpaiqioqGEHeTkbhmH6NYkaDIZ+hpPWkwCGYVBRUQGdTofMzExBVUUOFbXOhNWflqOqrQeBvh74x0M3FpmqqipenA1YlsWmTZvwpz/9Cd988w2ys7Ntejx70NPTg+bm5n63Pf7445g8eTJeeuklTJs2zUkj4xdBCk1ZWRn8/Pwwbtw4XkRGpVKhvLyci68V0tYKnzAMgwsXLkCtVt+0F0iv13Oio1KpuHOEgcmVOpMFfz/ZjG1nWqA3921f5k6T4Pk7E5x6dkOciRMSEhATE+O0cfABadglFYUajQZisRhhYWEICQnBxYsXYTKZkJGR4ZKO2iqdCU/sLEN1uwZiX0/88+E0TB53bZUcOWPkS2S2bNmCP/7xjzh48CBmz55t0+M5Erp15iB+/etf48MPP0RmZiby8vKQn5+P6OjoEQmOVCpFdXU1EhMTBVMvbw+ILQ9JihzO1go5RyBl06QpUSKRwN/fHyKRCNJuPT44ehn7yqVgAXi5u+HhmVH41W0x8Pdx7OqQzHqdFS9tb6wdp7u6uuDm5obo6GiEh4dzr4crYGFYHKiSYdOxy2hV6RE8pk9kJobfWGSmT59+XZug4cCyLLZt24ZXXnkF+/fvx7x582x6PEdDhcZBsCyL9vZ27NmzB4WFhThx4gRSUlKQn5+PvLy8IW2TsCzLZYdPmzZtVHsY6fX6ftuCtuzpkqZEUjbt6enJiY5YLEaNVIP13zbgxyYVACBojCeemReLBzIj4Olu/5Ui8bniY/9eyJAQP5ZlERkZyZlOjjRIzJGwLIvj9R3YeKQRF+VaAEC4vze2rkq9blEJiTTgS2Q++eQTvPDCC/jyyy+xYMECmx6Pwg+CFBprWJaFUqnE3r17UVBQgCNHjmDy5Mmc6EyePPka0SFBZV1dXUhLS7M5O1zIkIbT0NBQ3vNViMMxOUcQiUTcRa6yE9hQ1IhGZS8AIDbEF79dmIA7J9qvYIBYraSlpQmiLNVemEwmlJSUwNPTk/PzA9CvjF2hUIBhmH6O00I4dyy+osL7RY0oaVEDAPy9PfDLudF4aEYUxnhdOwEiIsNHpAHLsti1axeeffZZFBQUYNGiRTY9HoU/BC801rAsi66uLnz55ZcoKCjAt99+i/j4eG57berUqZDJZNi8eTOWLVs27C0kV4NEGcTExCAuLs6uWyrWcclyuRwWiwVBwSE42+GJf5V0oLPXBADIjhHjxbsTMTWCP3Hny7fMFTAajZxpbEpKyg0nDsRxmlSwkYpCMhFw9Pu+VqrBX4424nh9BwDA28MND82Iwi/nRkPse/1zJaVSifLyct5ycwoLC/Hkk0/i888/R25urs2PR+EPlxKagajVauzfvx8FBQX45ptvEBYWBp1Oh4kTJ2Lv3r2junyZ5I4445yCdMIT0enS6HGycwwONhpgsvS9nZZND8fzd8ZjfKBtBQP28i0TInq9vl/K6XBWp8SChRixBgQE9GsStRdXOnXYdOwyvq6SgQXgLhLhvozxePr2WIQH3FjsSDEHXw3TX331FX7xi1/g008/RX5+vs2PR+EXlxYaa/bv34+f//znSEpKwqVLlxASEoJly5ZhxYoVyM7OFuRe9khgWRbNzc1obGzkpZmNj/GQsumaZil21epwXtH3t/b2cMMjM6Ow+rYYjB2Bb5rFYkFlZSVnQeSKDYpDRafTobi4GGKxGFOnTrVpdWowGG6YXslXlLhCY8BHJ5rxRUkbzEzfJWTxVAnWzY9DbMjgbgVEZKZMmcJLzPTBgwfxyCOPYPv27Vi5cqXNj0fhn1EhNHv37sWqVauwefNmPPbYY+jt7cU333yDwsJC7N+/H35+fli+fDny8/Mxe/Zsl22AIgajMplMsFtIOp0OJ6tb8NfT7ajr6iuHDvRxwwPp47E8LRIJYUObXZvNZpSVlYFhGIf6ljkDkrFEztn43AIl6ZVEeNzc3Po1iQ53AtatN+Gfp1vwyY8t0Jn6Xt/bEoLx/J3x1+2LGQjfIlNUVIT/+Z//wZYtW/Dggw+6TEXercaoEBqpVIr6+nrcfvvt13xPr9fju+++Q2FhIfbt2wdPT08sW7YM+fn5uO2221zmAkZciYnLq9C3BVmWxTcXpNjw3SVc7TZxt8eKPbEoOQzL06IQF3p90TEajSgpKYGXl1e/w/DRiFarRXFxMdfj5ahzNoVCAZPJ1K9JdLDPgt5kwafnWvHxyWZ06/uc1VMiA/DrO+MxM25ohRmdnZ0oKyvj4rRt5cSJE1i5ciU2bdqERx99lIqMgBkVQjNUTCYTjh07ht27d2Pv3r2wWCxYunQp8vPzMX/+fMF2XBuNRpSVlUEkEiEtLc1lxBEATBYGBy/IcaBSijOXu2C2SuiOE3ti0ZRQ5GVEI+an7RYh+5bxTU9PD0pKShAREXFTw1O+YVkWPT093LmOVqtFUFAQt9oh25RmhsGeMik2H78MeY8RAJAQNgbPLYjHXZOGXmHIt8icOnUK9913H9577z2sXr2aiozAuaWExhqz2YyTJ0/iiy++wN69e9Hb24vc3FwsX74cCxcuFMx5ALnwkgNiV57dq3UmFNUpcbBKhh+aumCxEp2EIA8sSBQj1q0DU6LDed9CEhrd3d0oKSlBdHS0IDJRrJtErypUaNL74GKPF0qlBqh/WsGMD/TGuvlxWDZ93LBSWLu6ulBaWopJkybxkmR59uxZ5OXl4a233sKaNWtG9ftktHDLCo01FosFZ86c4VY6XV1dWLRoEfLz83HPPfc4zYq9u7sbpaWlCA8Px6RJk0bVB0rVa8J3tQocvCDH2aYuWKzehUlBHrh7cghWZMUgMmj0VZmpVCqUlpZyOUjOhmFZVLf34ER9B75v6ERFazesLwr+nsDKaQF4aFYMJCHDO9chIjNx4kRERUXZPNaSkhIsW7YMr776Kn7961+Pqs/EaIYKzQAYhsG5c+ewe/du7NmzB1KpFHfffTfy8/ORk5PjsOZPpVKJiooKxMfHIyYmZlR/oBquyvDp8Quo1fqiQqrvd5GbGOyBuycFIz8zBpHBrpciORCyhZSUlIQJEyY4bRxqnQmnGztxor4TJy91oENr6vf9SeF+uD0xBHPjxYj2taCz47+O09ZNooOtsFUqFUpKSngTmYqKCixZsgQvvvgiXnrppVH9mRhtUKEZBIZhUFZWhoKCAhQWFqKpqQkLFy5EXl4elixZwlup6EBaW1tRV1fnsqFsw2Ggb5lCY8C3NX0rnZIrak50RGD7RGdiMPKzYhAR7HpuD6Tiiq8tpOHAsixqZRpu1VJ2VQ3G6pM/xssdc+KDMC8xBLclBmNcwLVbxyTriGyxGQwGhISEcKXT1mecZNWWmJjIi6BWV1cjJycH69atw2uvvUZFxsWgQjNESOjU7t27UVhYiLq6OixYsAB5eXlYunQpgoODbX7zsyyLxsZGXLlyBampqdfNRx9N3My3TNZtwOEaOQ5dkKP0ajd3uwgsIse6IzHMF1OjgpEcIUaSxA8RYh+4CfQCRKxWkpOTeSnrHQo9ejPOXO5btXzf0AGFxtjv+wlhYzAvMQTzEkOQHh0Ir2F41ZH+KSI6PT09CAwMRFhYGHx9fTkjWz5Epra2FosXL8YTTzyBN998k4qMC0KFZgSQzPaCggIUFBSgoqIC8+bNQ15eHpYtWwaJRDLsDwPpgO/o6EBGRgbGjnX9baIbwbIsmpqa0NTUNGTfsja1Hoer5Th4QY7Ktp7r3meMpxsSJX5IkozFRIkfEsP6/h061rnVhGTVxpfVyo1gWRb1ci2+b+jAiYZOlLaouWZKAPD1dMOsuCDcnhiC2xNDeI150Ov1UCgUaG9vh1qthpeXFyIjIxEWFoaAgIARi0NDQwNycnLw4IMP4k9/+pPTqhDffvttFBYWora2Fr6+vpgzZw7effddLgGYMjhUaGyErELI9lpxcTFmz56NvLw8LF++HBERETf9kJnNZlRUVMBgMCA9PV0wFW/2wNq3LCMjY0RnXrJuA2qlPahXaFEr7UFdezeaVYZ+pdPWBI/xRNJPApQk8eNEyG8EbgXDhVgF8ZGxYrQwkHUb0K7WQ9ptQJtaj3b1f79uV+uhNVr6/UxsiC+3asmMCYS3h/2qFru7u1FcXIzY2Fj4+vpysRPu7u5c2fRwHKcvX76MxYsXIz8/Hxs3bnRqqXtOTg5+/vOfIzs7G2azGa+88gqqqqpQXV09qm2R+IIKDY+wLIuWlhYUFBRgz549OHPmDLKyspCXl4e8vLzrZuoYDAaUlpbC09MTKSkpLtUjM1ysfcsyMzN5reYzWRg0KbUovtSOCy2daFDq0NYLKHXAjd7gEYE+faIj8cPEn0QoLnTMsLaQBoNsDaampiIkJGTQ+7Isi85eUz/RaBsgIkqN8YbPheDt4YYZsWLM+2nVEh3smMZeIjKkeIXAMAy6urq4JlGLxdKvSfRGjtNXrlxBTk4OcnJy8Ne//lVw/VQKhQISiQTHjx93ubwbZ0CFxk6wLIu2tjYuU+f7779HamoqF28QHx+PyspKFBYW4r777sPUqVMF92HiE+JbptPpHLJqI5b6LW0yVF5RoFXDoov1hUzvjqYu4zXnFQQ3EeDt4Q5vDzd4eYjg7eEGT3e3vq/J/8l/3Nei/l+7u6FX0w1VpxIJMdEQB4z96WdE8BCJoNQarxERabcBhhstyazw9nDD+EBvjAvwwfhAb4wP8MH4QB+MD/DG+EAfRIi97bpquR49PT3cSmawcm1ixkrOdXp7e/s5TpP3RHt7OxYtWoQ77rgDW7duFWTvWENDA5KSklBZWTlq4pbtCRUaB8CyLBQKBZepc/ToUSQkJKC1tRXLli3Dli1bRrXIONu3jFRLEbdpk8kE74BgaNwDoDB44FKHDvVyLerlWvQYzA4dmzUiAKFjvfqEw1pEuH97I2iMp6AOw4cqMtejt7eXW+lcvHgRGzZswPz583HkyBFkZ2djx44dghQZhmGwfPlyqFQqnDx50tnDcQmo0DgYkgD4q1/9CikpKaioqEBCQgKWL1+OFStWIDk5eVSJjtB8y1iWhUajgUwm42bVISEhkEgkCA0NRY9JBJ3JAoOZgZH8Z2H6vraQ21jua4OZgcn83+8rOlXoUvcgICgYjMgdRjMLo9kCo6XvZ8wMgxC/PjEZF+CNCKvViCTAm7dtO0dARIbkIdmCUqnEP/7xD3z++eeor69HfHw8t/qfNWuW09831jz99NM4ePAgTp48yUt/0K0AFRoHs2PHDqxZswaffvop8vLyoFar8dVXX3GZOlFRUVyQW2pqqkuLjiv4lpGIA1KiKxaLuejq4WzvsSyLhoYGtLW1ITMzc1RXDQKARqPB+fPnebPQ6ejoQG5uLhISErBt2zYcPXoU+/btwzfffIPa2loEBgbyMGrbWbt2Lfbt24cTJ07YLK63ElRoHExNTQ1UKhVmz559zfd6enrw9ddfo6CgAAcPHkRoaCi30snKyhLkhfpGaDQalJSUICwszGV8y/R6PbeV09XVBX9/f050BqssIuXuMpkMmZmZo74KiYjMhAkTkJCQYPPjqVQqLF26FBERESgsLOzX+MkwjCDe9yzLYt26ddizZw+OHTuGpKQkZw/JpaBCI1B6e3tx6NAhLlPH39+fy9QR2lbCQNRqNUpLSzFhwgTEx8e7hMgMxGg0cofWJDyMiI6/vz/3nFiW5fqf+K6kEyIajQbFxcWIioriRWS6u7uRl5cHsViMffv2Cba0/5lnnsG///1v7Nu3r1/vTGBgoOAjO4QAFRoXQK/X49tvv0VhYSG+/PJLeHl5cZk6c+fOFVRJNLFZSUxMRHR0tLOHwwskPEwmk0GpVMLT05OLSW5tbYVarUZmZuaov+BotVqcP38ekZGRSEhIsHkCodFosGLFCnh7e+PAgQOC/vvd6Llu27YNjz32mGMH44JQoXExTCYTjh49it27d2Pfvn1gGAa5ublYsWIF7rjjDqdm6pAOeEfarDgahmHQ0dEBuVyO9vZ2sCyLcePGYfz48SNKrHQV+BaZ3t5e3HfffQCAAwcOjPozrVsdKjQujNlsxvfff48vvvgC+/bt4zJ18vLycNdddzl0G+JmvmWjCYZhUFFRgd7eXiQmJnINiWazuZ+z8Y2aEV0NkgI6fvx4XgLadDodfvazn3Hbw0KMJKfwCxWaUYLFYsHp06e5TB2VSoWcnBzk5+fj7rvvttvZwUh8y1wZi8WC8vJymEwmZGRkcNuWA5sRdTodVzYdFhYmqO3N4dDb24vz589j3LhxSEpKsllkDAYDHnzwQXR0dODw4cMQi8X8DJQiaKjQjEIYhsHZs2c50ZFKpbjnnnuQn5+PRYsW8ZapQ6qtpFLpiH3LXAnSeMqy7E0jtTUaDRQKBWQyGTQaDYKCgjjREeqB90CIyISHh2PixIk2i4zRaMTDDz+Mq1evoqioaNS7k1P+i8sKjcFgwMyZM1FeXo7S0lKkpaU5e0iChGEYlJaWcqafzc3NWLhwIfLz87FkyZIRO+syDIPq6mp0dXXdEtVWJpMJZWVlEIlESEtLG9a2GIlJlslkUKvVCAgI4CrYhPp30+l0OH/+PCQSCS8iYzKZ8Itf/AIXL17EkSNHRv32KqU/Lis0zz33HOrr63Hw4EEqNEOEZVlUVVVxmToXL17EnXfeiby8POTm5g45U8fRvmXOxmQyoaSkBJ6enja7GxiNRq5Xp6OjA35+fpzojB07VhCl4ERkwsLCeIkQN5vNePLJJ1FeXo6jR4/aNSqBIkxcUmgOHjyI3/zmNygoKMDUqVOp0IwAlmVRV1fHrXQqKytx++23Iz8/H8uWLUNYWNh1LzAmkwnl5eVO8y1zNEajEcXFxfD19UVKSgqvVWUmkwlKpRIKhQJKpRJeXl6c6NgrvfVm8C0yFosFa9aswQ8//IBjx44hIiKCp5FSXAmXExrSfb13716EhoYiLi6OCo2NkEyd3bt3Y8+ePVymTn5+PpYvX47x48dDJBKhtbUV5eXlGDdunCB8y+yNXq9HSUkJxo4da3cLHYvFgs7OTm61IxKJONEZToaLLej1epw/fx4hISG8uDkwDIPnnnsOx44dw9GjR0dNXxVl+LiU0LAsiyVLlmDu3Ln4wx/+gKamJio0PMOyLK5cucJl6vzwww/Izs7GggULsGPHDtx9993YtGnTqO0XIeh0OhQXF0MsFmPq1KkOXV0wDNPPbdpisXDBYSEhIXYReCIywcHBmDJlCi8i88ILL+Drr7/GsWPHqC/YLY4ghObll1/Gu+++O+h9ampqcPjwYXz++ec4fvw43N3dqdDYGZKps3nzZmzYsAGRkZEICgrCihUrkJeXh7i4OEGcKfBNb28viouLERoa6nSfNlI2LZfLIZPJYDAYuF6d0NBQXrYu7SEyr7zyCgoLC3H06FHqC0YRhtCQg9HBiI+PxwMPPICvvvqq3wfBYrHA3d0dq1atwo4dO+w91FuOH3/8EUuWLMGaNWvwzDPPYN++fSgoKMCxY8eQnJzMOU3zUZkkBEhzIl8lvXzCsiy0Wi1kMhkUCgU0Gg2Cg4O5smlvb+9hP6Zer+dWbsnJyTY/X5Zl8frrr2Pnzp04evQoJk+ebNPjUUYHghCaoXLlyhV0d3dzX7e1tWHRokXYvXs3Zs6cSbMh7MDrr7+OkJAQrFu3jruNZVl0dnZyolNUVITExETOaXrKlCkuubXW09ODkpISRERE8NIBb296e3u5BlG1Wo3AwEDuXGcovmEGgwHnz5/nVWTefvttbN26FUeOHKHJkxQOlxKagdCtM+fDsmy/TJ3Dhw9zmTorVqzgvVLLXnR3d6OkpIS3fBVHYzAY+rlNjx07tl/EwUARMRgMKC4uRkBAAC9nUCzL4s9//jP+8pe/4MiRI0hNTbXp8SijCyo0FF7p6enBgQMHUFBQgEOHDiE0NJQTnczMTEGKjkqlQmlpKeLi4oYdRyxESNm0XC6HUqmEj48PJzoBAQFcyTafIvPBBx9g/fr1OHz4MLKysnh6JpTRgksLDUXYaLVaLlPnwIEDCAgI4DJ1Zs6cKYjy6K6uLpSWlo6qWANrLBYL5zatUCjg5uYGhmHg7++P9PR0m18DlmXx0Ucf4Y033sChQ4cwa9YsnkZOGU1QoaE4BJ1O1y9Tx8fHp1+mjjOcjkl2zqRJkxAZGenw3+9o9Ho9zp07B5FIBIvFApZlubLp4ODgYYsOy7L45z//id///vc4cOAAbr/9djuNfHhs3rwZ69evh1QqRWpqKjZt2oQZM2Y4e1i3NFRoKA7HaDT2y9QBwGXqzJs3zyGZOgqFAhUVFaM6O8casl3m5+eHadOmQSQSQa1Wc706RqOxX9n0zYSfZVl88skneOGFF/DVV19h/vz5jnkiN2HXrl145JFH8NFHH2HmzJnYuHEjvvjiC9TV1UEikTh7eLcsVGgoTsVsNuPEiRNcpo5er0dubi7y8/OxYMECu/iokYC2adOm3RK+W0ajESUlJfD19cX06dOvOSdjWRYajYYTHa1Wi5CQEG61M1D4WZbFrl278Oyzz6KwsBD33HOPI5/OoMycORPZ2dn48MMPAfT19EyYMAHr1q3Dyy+/7OTR3bpQobETTU1NeOONN3DkyBFIpVJERETgoYcewu9//3unpmAKGYvFglOnTnHxBmq1GosXL0Z+fj4WLlzIi9Nxe3s7qqurkZKScks4CJtMJs6r7Xoicz20Wi1Xwdbd3Q2xWAyxWAyWZZGUlISCggI89dRT+Pzzz5Gbm+uAZzE0jEYjxowZg927dyM/P5+7/dFHH4VKpeJWzxTHMzoiAAVIbW0tGIbBli1bkJiYiKqqKqxevRparRbvvfees4cnSNzd3TFv3jzMmzcPGzduxI8//ojdu3fj97//PZ544gksWrSIy9QZSfRva2sr6urqkJaWhpCQEDs8A2FBRMbHx2fIIgMAfn5+8PPzQ2xsLPR6PRQKBYqKivDss88iNjYWMpkM7777rqBEBgCUSiUsFss1q9Tw8HDU1tY6aVQUgK5oHMr69evxt7/9DY2Njc4eikvBMAxKSko4p+mWlhYsXLgQeXl5Q87UaWlpQX19PdLS0m6JwC0SbeDl5YXU1FReysp37dqF9evXw8/PD5WVlYiLi8O9996Ll156SRBxzG1tbYiMjMTp06cxe/Zs7vYXX3wRx48fx48//ujE0d3aCK+pYRSjVqtviYsc37i5uSErKwtvv/02amtr8eOPPyItLQ3vv/8+4uLisHLlSvzrX/9CZ2cnrjdvampqQkNDAzIyMm6Jv789ROa7777D2rVr8Yc//AHnzp2DUqnEG2+8gfb29iG5EDiC0NBQuLu7QyaT9btdJpNh3LhxThoVBaArGofR0NCAzMxMvPfee1i9erWzhzMqYFkWtbW1XLxBVVUV5s2bx2XqhISE4PXXX0dsbCzuv/9+Qcy67Y3ZbO4X0saHyBw/fhwrV67Ehx9+iEcffVTQ1jwzZ87EjBkzsGnTJgB9q+Ho6GisXbuWFgM4EbqiGSYvv/wyRCLRoP8N3A9ubW1FTk4OVq5cSUWGR0QiEaZMmYJXX30VxcXFqK6uxsKFC/HJJ58gISEBc+fOxT/+8Q9ERUXB39/f2cO1O0RkPDw8eLP+OXXqFB544AFs2LBB8CIDAL/5zW/w8ccfY8eOHaipqcHTTz8NrVaLxx9/3NlDu6WhK5phMlSnaVJZ1tbWhvnz52PWrFnYvn27IC1YRhsMw2D16tUoKCjA9OnTcebMGcycORN5eXnIy8tDVFSU4C+Yw8VsNqO0tBTu7u68hdL9+OOPyM/Px1tvvYU1a9a4zN/sww8/5Bo209LS8MEHH2DmzJnOHtYtDRUaO9La2ooFCxYgMzMTO3fuFITlyq3A2rVrsX//fhw5cgRxcXFobW1FYWEhCgsLcerUKaSnpyM/Px95eXmIjY11mQvojSAi4+bmhrS0NF7eZ8XFxVi+fDlee+01PP/88y7/N6I4Fyo0dqK1tRXz589HTEwMduzY0e/DTw8m7UtBQQGys7Ov8S5jWRYymQx79+5FQUEBjh8/jqlTp3KZOklJSS53QbVYLCgpKeFVZMrLy5Gbm4uXXnoJL774osv9TSjCgwqNndi+ffsN94Xpn9z5kEwdIjpFRUWYOHFiv0wdoV9gLRYLSktLAYAXg0wAuHDhAhYvXoxnn30Wr776quD/BhTXgAoN5ZaHZOp8+eWXKCwsxDfffIPo6Ggu3mA4zY6OwmKxoKysDCzL8iYytbW1WLx4MVavXo033niDigyFN6jQUCgD6O7uxoEDB1BYWIiDBw9CIpFw22tCyNQhIsMwDNLT03lxvq6vr8fixYuxatUqvPvuu05/jpTRBRUaCmUQtFotDh48yGXqiMViLF++HHl5eU7J1LFYLCgvL4fFYuFNZC5fvoycnBysWLECGzdupCJD4R0qNBTKECGZOgUFBfjqq6/g4+PDBbnNmTPH7pk6RGTMZjMyMjJ4+X1XrlxBTk4OcnJy8Ne//pWKDMUuUKGhUEaA0WhEUVERCgoKsG/fPohEIixdupTL1PH09OT19zEMg/LycphMJt5Epq2tDYsWLcL8+fOxdetWWn5PsRt0+nILs3nzZsTGxsLHxwczZ87E2bNnnT0kl8HLywuLFy/G3//+d7S3t+M///kPvLy88Ktf/Qrx8fF46qmncOjQIRgMBpt/FxEZo9HI23aZVCpFbm4u5s6dS0WGYnfoiuYWhSYR2geLxYKTJ09ymTo9PT39MnWGa0BpLTIZGRm8rJQUCgWWLFmC6dOnY+fOnU6J0abcWlChuUWhSYT2h2EY/PDDD5zoKBQKLFq0CHl5eUPK1GEYBhUVFdDr9cjMzORFZDo6OpCbm4vExETs2rWL9y0+CuV6UKG5BaFJhI6HYRgUFxdzmTpXr17F3Xffjby8PCxevPiaTB2GYVBZWQmdTsebyKhUKixduhSRkZEoKCigSa8Uh0HPaG5BBksilEqlThrV6MbNzQ3Z2dl45513UFtbizNnziAlJQV//vOfuUydTz75BF1dXdDr9fjFL36BpqYm3kSmu7sb+fn5kEgk+OKLL6jIUBwKFRoKxcG4ubkhNTUVb7zxBqqqqlBSUoJZs2bho48+QmxsLObMmYOzZ88iMTGRl/MTjUaDe++9F/7+/tizZw98fHx4eBYUytChQnMLQpMIhYNIJEJycjJee+01nD17Fvfccw/UajUiIiIwZ84c5ObmYuvWrZBKpSPyyOvt7cXKlSvh6emJffv2CSYNk3JrQYXmFsTLywuZmZkoKiribmMYBkVFRf2y1imOg2VZPProo2hubkZFRQVOnTqF+vp6LFu2DF988QUmTpyIRYsWYfPmzbh69eqQREen0+FnP/sZTCYTvvrqq5sWHziDpqYm/PKXv0RcXBx8fX2RkJCA//u//4PRaHT20Cg8QoXmFoUmEQoLkUiEhQsXoqioCGFhYRCJRIiNjcVvf/tbnDx5Ek1NTXjggQewf/9+TJ06FXfeeSc2btyIy5cvX1d0DAYDVq1ahZ6eHnz99deCjbGura0FwzDYsmULLly4gPfffx8fffQRXnnlFWcPjcIjtOrsFoYmEboeLMtCKpX2y9SZPn06lx6alJQEk8mEhx9+GFevXkVRURGCg4OdPexhsX79evztb39DY2Ojs4dC4QkqNBSKi8KyLDo6OrBv3z7s3r0bR44cQVJSEhiGgUgkwvHjxxEaGursYQ6bP/zhDzh06BDOnz/v7KFQeIIKDYUyCmBZFiqVCp999hneeecdnDhxAjExMc4e1rBpaGhAZmYm3nvvPaxevdrZw6HwBBUaCoXCOy+//DLefffdQe9TU1ODyZMnc1+3trbijjvuwPz58/H3v//d3kOkOBAqNBQKhXcUCgU6OjoGvU98fDzXONrW1ob58+dj1qxZ2L59O40rGGVQoaFQKE6ltbUVCxYsQGZmJnbu3EmdpEchdNpAcQnefvttZGdnw9/fHxKJBPn5+airq3P2sCg20traivnz5yM6OhrvvfceFAoFpFIptUIaZdAVDcUlyMnJwc9//nNkZ2fDbDbjlVdeQVVVFaqrq+Hn5+fs4VFGyPbt22/Yu0UvTaMHKjQUl0ShUEAikeD48eOYN2+es4dDoVAGgW6dUVwStVoNAC7XjEih3IrQFQ3F5WAYBsuXL4dKpcLJkyedPRwKhXITaIYrxeVYs2YNqqqqqMhQKC4CFRqKS7F27Vrs378fJ06cQFRUlLOHQ6FQhgAVGopLwLIs1q1bhz179uDYsWOIi4tz9pAoFMoQoUJDcQnWrFmDf//739i3bx/8/f25PovAwEAa5kWhCBxaDEBxCUQi0XVv37ZtGx577DHHDoZCoQwLuqKhuAR0PkShuC60j4ZCoVAodoUKDYVCoVDsChUaCoVCodgVKjQUCoVCsStUaCgUB/LOO+9AJBLh+eefd/ZQKBSHQYWGQnEQ586dw5YtW5CSkuLsoVAoDoUKDYXiADQaDVatWoWPP/4YQUFBzh4OheJQqNBQKA5gzZo1yM3NxcKFC509FArF4dCGTQrFznz22WcoKSnBuXPnnD0UCsUpUKGhUOxIS0sLnnvuOXz77bfw8fFx9nAoFKdAvc4oFDuyd+9erFixAu7u7txtFosFIpEIbm5uMBgM/b5HoYxGqNBQKHakp6cHzc3N/W57/PHHMXnyZLz00kuYNm2ak0ZGoTgOunVGodgRf3//a8TEz88PISEhVGQotwy06oxCoVAodoVunVEoFArFrtAVDYVCoVDsChUaCoVCodgVKjQUCoVCsStUaCgUCoViV6jQUCgUCsWuUKGhUCgUil2hQkOhUCgUu0KFhkKhUCh2hQoNhUKhUOwKFRoKhUKh2BUqNBQKhUKxK1RoKBQKhWJX/h8lsrM5KvfpjQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.gca(projection='3d')\n",
    "\n",
    "theta = np.linspace(-4*np.pi,4*np.pi,100)\n",
    "z = np.linspace(-2,2,100)\n",
    "r = z**2 +1\n",
    "x = r * np.sin(theta)\n",
    "y = r * np.cos(theta)\n",
    "\n",
    "ax.plot(x,y,z)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "1356b428-2d84-4235-a399-6e98ab32e6ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "def randrange(n,vmin,vmax):\n",
    "    return (vmax-vmin) * np.random.rand(n)+vmin\n",
    "    \n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111,projection='3d')\n",
    "n = 100\n",
    "for c,m,zlow,zhigh in [('r','o',-50,-25),('b','x','-30','-5')]:\n",
    "    xs = randrange(n,23,32)\n",
    "    ys = randrange(n,0,100)\n",
    "    zs = randrange(n,int(zlow),int(zhigh))\n",
    "    ax.scatter(xs,ys,zs,c=c,marker=m)\n",
    "ax.view_init(40,0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "59cb1bdb-5b85-4bd1-a2d6-8f0d54b7090a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111,projection='3d')\n",
    "\n",
    "for c,z in zip(['r','g','b','y'],[30,20,10,0]):\n",
    "    xs = np.arange(20)\n",
    "    ys = np.random.rand(20)\n",
    "    cs = [c]*len(xs)\n",
    "    ax.bar(xs,ys,zs=z,zdir='y',color=cs,alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5efd1a6d-a79b-4b7e-8e24-7c15997d0748",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
